Epic Health Report — 2026-06-18

9.5 / 12 ✅ Good to review Linear →

Details — PM: —

"Desktop & Mobile Redesign" meets the baseline quality bar for review. QA should probe: Success Metrics. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	350 words explaining context and impact
✅	Goals	4 goal items listed
⚠️	Success Metrics	Metrics mentioned but no quantified targets or baselines
✅	In Scope	6 scope items bounding the epic
✅	Not in Scope	3 explicit exclusions
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Empty section — treated as pass
✅	Figma	Figma link present in DB property or page body
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 42% of scope/UX items found in 30 Linear tickets a single, persistent way to reach the chat from every page in the shop journey, replacing today's full / mini / none tiers with one consistent model. consistent access to the full conversation history from anywhere, so the thread is never lost when the user changes page. native layouts for desktop and mobile, with the always-accessible chat and the visual pages designed for each form factor rather than the mobile layout stretched to fit the desktop. @anonymous will update them once untitled are complete discovery grid without banner grid with banner (willy c) frames (figma) custom attributes (retrofete) voice use tools usage edge-case-1 async vto opens pref center feedback form policies dialog checkout vto enable/disable live/avatar in merchant dash login form onboarding form klavyo integration meta pixel integration

🟡 CS Agent Dashboard: Escalation View UI

9.0 / 12 ✅ Good to review Linear →

Details — PM: —

"CS Agent Dashboard: Escalation View UI" meets the baseline quality bar for review. QA should probe: Goals, In Scope. Success Metrics, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	80 words explaining context and impact
⚠️	Goals	Only 1 goal — needs at least 2 outcome-oriented bullets
❌	Success Metrics	Section is empty
⚠️	In Scope	Scope described in prose but no structured list
✅	Not in Scope	5 explicit exclusions
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
✅	Release Notes	263 words of stakeholder communication
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 36% of scope/UX items found in 8 Linear tickets audit trail viewer of every action the agent has taken, filterable by date and action type (clustered and masked to preserve user privacy and chat-log content) inbox triage: prioritize and tag conversations as a merchant running cs through the agent, i want to stay on top of cases needing my attention and see a record of what the agent has done on my behalf, so that i can run it as a trusted extension of my support team rather than a black box i monitor manually. acceptance criteria i can prioritise and tag conversations for my own workflows. i can open an audit trail of every action the agent has taken and filter it by date. entries are clustered and masked to preserve user privacy and chat-log content. i receive an email when a new escalation is raised.

🟡 E · Outfits — On-demand outfit generation ("Try it on")

9.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"E · Outfits — On-demand outfit generation ("Try it on")" is blocked from review. Missing: Dev Owner. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	59 words explaining context and impact
✅	Goals	4 goal items listed
✅	Success Metrics	Contains quantified targets or measurement criteria
✅	In Scope	5 scope items bounding the epic
✅	Not in Scope	4 explicit exclusions
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Questions have written resolutions
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	Poor coverage: 42% of scope/UX items found in 44 Linear tickets cache lookup: existing look by anchor product persistence: save on-demand looks as look records with source_provenance: on_demand api endpoint: anchor_product_id (+ optional context) → outfit composition + async image shopper taps "try it on" on a jacket from the product feed → outfit appears within 2s; mannequin image loads shortly after

🟡 A2 · Looks — Outfit assembly & look judge

9.0 / 12 ✅ Good to review Linear →

Details — PM: —

"A2 · Looks — Outfit assembly & look judge" meets the baseline quality bar for review. QA should probe: Success Metrics, UX / Use Cases. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	54 words explaining context and impact
✅	Goals	3 goal items listed
⚠️	Success Metrics	Metrics mentioned but no quantified targets or baselines
✅	In Scope	4 scope items bounding the epic
✅	Not in Scope	2 explicit exclusions
⚠️	UX / Use Cases	High-level description only — no concrete flows or edge cases
✅	Open Questions	Questions have written resolutions
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 40% of scope/UX items found in 44 Linear tickets candidate generation from the graph (~400 candidates/run — strategy decided in inv-1). hard-rule enforcement: 4 distinct slots, no duplicate slot, ≥1 sellable size, category compatibility, colour resolution (single-colour vs colour-variant modes). a run-looks trigger (mirrors run-pairing; event-driven later).

🟡 Escalation Confirmation Step on CS Agent

8.5 / 12 ✅ Good to review Linear →

Details — PM: —

"Escalation Confirmation Step on CS Agent" meets the baseline quality bar for review. QA should probe: In Scope. Success Metrics, Not in Scope, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	104 words explaining context and impact
✅	Goals	2 goal items listed
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 2 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
✅	Release Notes	199 words of stakeholder communication
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 3 Linear tickets in scope adding a confirmation step into the agent response flow: when an escalation is detected→ agent sends a message asking "do you want to talk to the merchant about this issue?" on whether the escalation is set through out of scope any ui element on the storefront as part of the confirmation (handled entirely within the conversational flow). shopper as a shopper, when the agent can't fully resolve my issue, i want to be asked whether i'd like to raise it with the merchant, so that i stay in control of when a human gets involved. as a shopper, once i confirm i want to escalate, i want to receive acknowledgement that my issue has been successfully sent to the merchant, so that i know it's being handled and don't have to follow up or repeat myself. as a shopper, if i don't want to escalate, i want to be able to decline and continue the conversation without a ticket being filed on my behalf.

🟡 Swap Global Integration

8.5 / 12 ✅ Good to review

Details — PM: —

"Swap Global Integration" meets the baseline quality bar for review. QA should probe: In Scope. Success Metrics, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	51 words explaining context and impact
✅	Goals	5 goal items listed
❌	Success Metrics	Section is empty
⚠️	In Scope	Scope described in prose but no structured list
✅	Not in Scope	6 explicit exclusions
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Empty section — treated as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🟡 Discovery (interview frame)

8.5 / 12 ✅ Good to review Linear →

Details — PM: —

"Discovery (interview frame)" meets the baseline quality bar for review. QA should probe: Goals, Success Metrics, UX / Use Cases. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	173 words explaining context and impact
⚠️	Goals	Goals in prose but no structured list
⚠️	Success Metrics	Metrics mentioned but no quantified targets or baselines
✅	In Scope	6 scope items bounding the epic
✅	Not in Scope	5 explicit exclusions
⚠️	UX / Use Cases	High-level description only — no concrete flows or edge cases
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 33 Linear tickets the occasion-led opener turn, rendered inside the existing landing chat in the store's brand voice (one occasion question + 2–4 familiar quick-reply chips). session-scoped capture of occasion + 1–2 style hints + clothing-gender, pinned into the non-truncated system slot. zero-schema query enrichment → one good search via the search api (vector + reranker) → one styled look → typed discovery handoff. the turn-1 router: high-intent bypass, cold/vague → opener, explicit opt-out → instant discovery. cohort routing via feature flag (cold / anonymous / paid-ad), resolved once server-side. soft sign-in nudge after value lands; rely on the anonymous→signed-in merge for persistence. [landing chat] │ occasion question (on-brand voice: persona / voice) ▼ [user reply: occasion + light style] ── opt-out? ──▶ [discovery feed, no new capture] │ ▼ [capture {occasion, style lean, clothing-gender} → first-class, non-truncated session slot] │ ▼ [enriched query string + clothing-gender filter] ──▶ one good search (vector + reranker) │ ▼ [one styled look "of value"] ──▶ typed discovery handoff ──▶ [discovery feed] │ ▼ [soft sign-in nudge] ──▶ anonymous→signed-in merge keeps the capture

🟡 C1 · Looks — Mannequin generation pipeline

8.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"C1 · Looks — Mannequin generation pipeline" is blocked from review. Missing: Dev Owner. Weak: Problem, Success Metrics. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
⚠️	Problem	Section found but only 45 words — too brief
✅	Goals	4 goal items listed
⚠️	Success Metrics	Metrics mentioned but no quantified targets or baselines
✅	In Scope	6 scope items bounding the epic
✅	Not in Scope	4 explicit exclusions
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Questions have written resolutions
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	Poor coverage: 11% of scope/UX items found in 44 Linear tickets scene generation: text-to-image backgrounds, 5–10 approved scenes mannequin vto: nb2 (gemini-3.1-flash-image-preview) or bfl as avatar vto using a reference tailor's dummy photo compositing: background removal + paste, or inpainting vto judge: evaluates background quality, mannequin correctness, garment faithfulness pre-generation trigger: fires at look-creation time (output of a2) swap set pre-generation: mannequin clean bg for all curated swap alternatives merchant review: each look shows a mannequin + scene image look feed: shoppers see mannequin on scene for each look in the grid

🟡 A3 · Looks — Merchant review UI & API

8.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"A3 · Looks — Merchant review UI & API" is blocked from review. Missing: Problem, Figma. Weak: Success Metrics, In Scope. Release Notes is missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	Section present but too short (29 words)
✅	Goals	2 goal items listed
⚠️	Success Metrics	Metrics mentioned but no quantified targets or baselines
⚠️	In Scope	Only 2 scope item(s) — needs at least 3
✅	Not in Scope	2 explicit exclusions
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Questions have written resolutions
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
✅	Linear Alignment	44 child issues, 18 done, covering 100% of scope/UX items

🟡 CS Queries Analytics Pipeline

8.0 / 12 ✅ Good to review Linear →

Details — PM: —

"CS Queries Analytics Pipeline" meets the baseline quality bar for review. Success Metrics, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	107 words explaining context and impact
✅	Goals	5 goal items listed
❌	Success Metrics	Section is empty
✅	In Scope	6 scope items bounding the epic
✅	Not in Scope	4 explicit exclusions
❌	UX / Use Cases	Section is empty
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 9 Linear tickets four core metrics: # users, # cs tickets, containment rate, # escalations/declines — persisted in postgres and served via analytics-api. cs-ticket grain: one ticket per conversation per 24-hour window anchored at the conversation's first message. a ticket exists only when that window contains cs activity. a conversation spanning multiple days can produce multiple tickets. four outcome states: resolved, deferred, declined, escalated — one value per ticket. escalation is set deterministically when ≥1 escalation signal is present; resolved/deferred/declined are assigned by the classifier for non-escalated tickets. multi-label topic taxonomy (v1): every cs ticket labelled with one or more of the 8 cs categories (see definition below); per-category breakdown of all four metrics served in the response. incremental reprocessing and self-correction: the pipeline detects when conversations have grown since last run and re-classifies, updating ticket outcomes when they change (e.g. resolved → escalated). eval gold set and accuracy scoring: a stratified, human-labelled corpus (≥50 conversations, ≥100 blocks, 20% double-labelled) to measure cs-detection, resolution, and topic-classification accuracy.

🟡 New Agent Architecture - User Status

8.0 / 12 ✅ Good to review Linear →

Details — PM: —

"New Agent Architecture - User Status" meets the baseline quality bar for review. Success Metrics, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	116 words explaining context and impact
✅	Goals	5 goal items listed
❌	Success Metrics	Section is empty
✅	In Scope	8 scope items bounding the epic
✅	Not in Scope	4 explicit exclusions
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Empty section — treated as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 12% of scope/UX items found in 16 Linear tickets a single consolidated user-status read available to the agent. real, live data behind every field — no hardcoded values. agent-side recognition that the read may be stale at the point of use — for example after the conversation has been compacted, or after the user has clearly moved on — so the agent re-reads on demand when the answer matters. the set of user-state signals the agent should treat as nudges (log-in invite for anonymous users, interview offer for new logged-in users, vto setup offer, preference-centre prompt, awareness of an open cart, awareness of recent order status). a clear, documented separation between this read and the detail tools that load more on demand. observability for latency, freshness and failures of the read. eval coverage for the nudge states and for the agent recognising stale state at the point of use.

🟡 B · Looks — Combination source enrichment

8.0 / 12 ✅ Good to review Linear →

Details — PM: —

"B · Looks — Combination source enrichment" meets the baseline quality bar for review. QA should probe: Problem, In Scope, Not in Scope, UX / Use Cases. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
⚠️	Problem	Section found but only 31 words — too brief
✅	Goals	2 goal items listed
✅	Success Metrics	Contains quantified targets or measurement criteria
⚠️	In Scope	Only 2 scope item(s) — needs at least 3
⚠️	Not in Scope	Only 1 exclusion — needs at least 2
⚠️	UX / Use Cases	High-level description only — no concrete flows or edge cases
✅	Open Questions	Questions have written resolutions
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 33% of scope/UX items found in 44 Linear tickets b0 strategy spike (which sources, what weights). not user-facing; improves the candidate quality feeding a2.

🟡 Product image crops to item

8.0 / 12 ✅ Good to review Linear →

Details — PM: —

"Product image crops to item" meets the baseline quality bar for review. Success Metrics, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	89 words explaining context and impact
✅	Goals	3 goal items listed
❌	Success Metrics	Section is empty
✅	In Scope	6 scope items bounding the epic
✅	Not in Scope	4 explicit exclusions
❌	UX / Use Cases	Section is empty
✅	Open Questions	Empty section — treated as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 5 Linear tickets crop a product image to its focal item at a requested aspect ratio, as a shared capability any storefront surface can request. we should ignore the flat product images (the ones with no models) ship first on aao v0.2 pairing-nudge thumbnails (pdps). fall back gracefully when no confident crop is possible. if there’s a lifestyle (when the model is wearing it) image that’s already cropped to the item, we use this (needs the appropriate tags added). see below. if there's multiple pick the best one (criteria for “best one” is to be decided by data science engineer)

🟠 C1 · Looks VTO — Iterative generation pipeline

7.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"C1 · Looks VTO — Iterative generation pipeline" is blocked from review. Missing: Problem. Weak: In Scope, Not in Scope, UX / Use Cases. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	Section present but too short (20 words)
✅	Goals	2 goal items listed
✅	Success Metrics	Contains quantified targets or measurement criteria
⚠️	In Scope	Only 2 scope item(s) — needs at least 3
⚠️	Not in Scope	Only 1 exclusion — needs at least 2
⚠️	UX / Use Cases	High-level description only — no concrete flows or edge cases
✅	Open Questions	Questions have written resolutions
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 33% of scope/UX items found in 44 Linear tickets running on all generated looks (ungated); writing results + vto_status to the db; capturing steps for the flywheel (e1). not directly user-facing; produces the look imagery seen by merchants (a3) and shoppers (d).

🟠 CS Agent Merchant Dashboard: Analytics endpoints, adding live data

7.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"CS Agent Merchant Dashboard: Analytics endpoints, adding live data" is blocked from review. Missing: Problem. Success Metrics, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
✅	Goals	3 goal items listed
❌	Success Metrics	Section is empty
✅	In Scope	7 scope items bounding the epic
✅	Not in Scope	3 explicit exclusions
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 21 Linear tickets 1) performance metrics (4 kpis) get /cs/metrics/overview?start=...&end=... returns: notes: date-range filter required; store-scoped by auth context. 2) open escalations list get /cs/escalations/open?start=...&end=... (or get /cs/escalations?status=open) returns a paginated list of open escalations with minimal fields for the inbox: 3) resolved cases list (auto + human) get /cs/cases/resolved?start=...&end=...&resolution_type=auto\|human\|all returns a paginated list of resolved cases including: must support “all resolved” plus filtering by auto vs human. 4) topic classification + performance by topic get /cs/topics/summary?start=...&end=... returns, per topic (e.g. sizing & fit, order status, payments & discounts): this powers “what customers ask about” + “how well the agent handles it”.

🟠 Discovery v0.2.1 (VTO frames & BE Controlled feed)

7.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Discovery v0.2.1 (VTO frames & BE Controlled feed)" is blocked from review. Missing: Figma. Weak: In Scope, Linear Alignment. Success Metrics, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	143 words explaining context and impact
✅	Goals	3 goal items listed
❌	Success Metrics	Section is empty
⚠️	In Scope	Only 2 scope item(s) — needs at least 3
✅	Not in Scope	5 explicit exclusions
❌	UX / Use Cases	Section is empty
✅	Open Questions	Empty section — treated as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
⚠️	Linear Alignment	33 issues but only 50% of scope/UX items represented backend-controlled feed composition: the backend decides the feed's presentation rather than the frontend. it selects which layout each part of the feed uses (the single-product layouts, three-products-in-a-row with the hero on the left, middle or right, and the collection-frame layouts), which products are grouped together, which product is the hero, and how often each layout appears. the frontend renders what the backend specifies

🟠 Size-stock filtering in search

6.0 / 12 🚫 Blocked to review

Details — PM: —

"Size-stock filtering in search" is blocked from review. Missing: Problem, Goals. Success Metrics, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	6 scope items bounding the epic
✅	Not in Scope	5 explicit exclusions
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🟠 PS Accounts Sync - Phase 1

5.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"PS Accounts Sync - Phase 1" is blocked from review. Missing: Problem, Goals. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
✅	Linear Alignment	9 child issues found (scope/UX text unavailable for comparison)

🟠 Support Shopify discount codes

5.5 / 12 🚫 Blocked to review

Details — PM: —

"Support Shopify discount codes" is blocked from review. Missing: Goals. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	69 words explaining context and impact
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🟠 Internal Analytics

5.5 / 12 🚫 Blocked to review

Details — PM: —

"Internal Analytics " is blocked from review. Missing: Dev Owner. Weak: Goals. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	57 words explaining context and impact
⚠️	Goals	Goals in prose but no structured list
❌	Success Metrics	Section is empty
✅	In Scope	3 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🟠 D · Outfits — Outfit VTO

5.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"D · Outfits — Outfit VTO" is blocked from review. Missing: Figma, Dev Owner. Weak: Problem, Goals, In Scope, Not in Scope, UX / Use Cases. Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
⚠️	Problem	Section found but only 32 words — too brief
⚠️	Goals	Only 1 goal — needs at least 2 outcome-oriented bullets
✅	Success Metrics	Contains quantified targets or measurement criteria
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
⚠️	Not in Scope	Only 1 exclusion — needs at least 2
⚠️	UX / Use Cases	High-level description only — no concrete flows or edge cases
✅	Open Questions	Questions have written resolutions
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 6 Linear tickets static vto serving from the pre-computed cache (c1 output); on-demand regeneration of missing combinations; always 2 models, the user dresses a new model. a shopper browsing looks swaps the top for another; the look updates with the new item on the model.

🟠 AAO (v0.4): Playbooks

5.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"AAO (v0.4): Playbooks" is blocked from review. Missing: Problem, Goals, In Scope. Weak: Not in Scope. Success Metrics, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	No In Scope / Scope / Core Features heading found
⚠️	Not in Scope	Only 1 exclusion — needs at least 2
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
✅	Linear Alignment	36 child issues found (scope/UX text unavailable for comparison)

🟠 AAO design uplift

5.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"AAO design uplift" is blocked from review. Missing: In Scope, Figma. Weak: Goals. Success Metrics, Not in Scope, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	59 words explaining context and impact
⚠️	Goals	Goals in prose but no structured list
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	No In Scope / Scope / Core Features heading found
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Empty section — treated as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
✅	Linear Alignment	8 child issues found (scope/UX text unavailable for comparison)

🟠 Signal x Conversion insight - Conversational Analytics

5.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Signal x Conversion insight - Conversational Analytics" is blocked from review. Missing: In Scope, Figma, Dev Owner. Weak: Goals. Not in Scope, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
✅	Problem	55 words explaining context and impact
⚠️	Goals	Goals in prose but no structured list
✅	Success Metrics	Contains quantified targets or measurement criteria
❌	In Scope	No In Scope / Scope / Core Features heading found
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
✅	Linear Alignment	8 child issues found (scope/UX text unavailable for comparison)

🟠 Centra Product Ingestion v1.1

5.0 / 12 🚫 Blocked to review

Details — PM: —

"Centra Product Ingestion v1.1" is blocked from review. Missing: Problem, Goals. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	6 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🟠 Merchant Dashboard v0.5 (agent)

5.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Merchant Dashboard v0.5 (agent)" is blocked from review. Missing: Problem, Goals, Figma. Success Metrics, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	10 scope items bounding the epic
✅	Not in Scope	6 explicit exclusions
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 10% of scope/UX items found in 8 Linear tickets functional test the configs set (preview mode) agent (sync with @anonymous) voice options (from onboarding pipeline) language: tone, style, personality (adjust/update what’s received in brand enrichment form in onboarding) language (uk, us, …) maybe some read-only values (changes can negatively impact the performance) main language (this is set by the dev team “american” or “british”, but it might be a sense check for the brand?) welcome messages (what shows to users, hardcoded)

🟠 Inventory Location Exploration

5.0 / 12 🚫 Blocked to review

Details — PM: —

"Inventory Location Exploration" is blocked from review. Missing: Problem, Goals, In Scope. Success Metrics, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	Section empty or just a placeholder
✅	Not in Scope	3 explicit exclusions
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🟠 Redesign v0.3 (side panel)

5.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Redesign v0.3 (side panel)" is blocked from review. Missing: Problem, Goals, In Scope. Success Metrics, Not in Scope, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	Section empty or just a placeholder
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
✅	UX / Use Cases	Contains user stories, flows, or edge-case coverage
✅	Open Questions	Section absent — counts as pass
✅	Figma	Figma link present in DB property or page body
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 7% of scope/UX items found in 3 Linear tickets menu (see figma): desktop: logo in the middle and icons on the left and right. mobile: logo is on the left with burger menu on the side. sign-in alert is visible when not signed in (see figma): can be collapsed and will show up when refreshed. can be visible (not collapsable) when clicking “need assistance?”. menu structure (see figma): main menu: new session, discover, saved items. sub menu (need assistance? opens halfway): storefront policies, geo-location, go to our website, send feedback, onboarding guide, sign in. conversation history is showing as labeled. if no conversation, see empty state do not pay attention on the quick tip component - this is out of scope for now. everything scrolls under the bottom of the screen as the list of conversation gets long. sign out is in the sub menu (see figma).

🔴 Capturing user email in escalation for anonymous shopper

4.5 / 12 🚫 Blocked to review

Details — PM: —

"Capturing user email in escalation for anonymous shopper" is blocked from review. Missing: Problem, Goals. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Expand customAttributes mapping to all stores

4.5 / 12 🚫 Blocked to review

Details — PM: —

"Expand customAttributes mapping to all stores" is blocked from review. Missing: Problem, Goals. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Add day-by-day session duration chart to admin dash

4.5 / 12 🚫 Blocked to review

Details — PM: —

"Add day-by-day session duration chart to admin dash" is blocked from review. Missing: Problem, Goals. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 2 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Daily Analytics Report on Slack

4.5 / 12 🚫 Blocked to review

Details — PM: —

"Daily Analytics Report on Slack" is blocked from review. Missing: Problem, Goals. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Infra: Unified Product Embeddings

4.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Infra: Unified Product Embeddings" is blocked from review. Missing: Problem, Goals, Dev Owner. Weak: Linear Alignment. Success Metrics, Not in Scope, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	10 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
⚠️	Linear Alignment	Only 1 child issue(s) — needs ≥3 for meaningful decomposition

🔴 Enterprise Grade Data Separation

4.5 / 12 🚫 Blocked to review

Details — PM: —

"Enterprise Grade Data Separation" is blocked from review. Missing: Problem, Goals. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Scope described in prose but no structured list
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 User Memory v0.2

4.0 / 12 🚫 Blocked to review

Details — PM: —

"User Memory v0.2" is blocked from review. Missing: Problem, Goals, Dev Owner. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	10 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Make looks searchable

4.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Make looks searchable" is blocked from review. Missing: Problem, Goals, In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	Section empty or just a placeholder
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 9 Linear tickets tbd

🔴 Onboarding (June 15th)

4.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Onboarding (June 15th)" is blocked from review. Missing: Problem, Goals, In Scope, Figma. Success Metrics, Not in Scope, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	No In Scope / Scope / Core Features heading found
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
✅	Linear Alignment	7 child issues found (scope/UX text unavailable for comparison)

🔴 Investigate alternative (models) for search

4.0 / 12 🚫 Blocked to review

Details — PM: —

"Investigate alternative (models) for search" is blocked from review. Missing: Problem, Goals, Dev Owner. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	13 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Resilient session “resume” with Agent Changed

4.0 / 12 🚫 Blocked to review

Details — PM: —

"Resilient session “resume” with Agent Changed" is blocked from review. Missing: Problem, Goals, Figma. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	14 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Evals: Online Evals for AI/Search

4.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Evals: Online Evals for AI/Search" is blocked from review. Missing: Problem, Goals, Dev Owner. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	6 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 7 Linear tickets sample production traffic to identify regressions early [ai] use the standard harness to measure key metrics [search] sample last week / last month searches and re-run + re-evaluate to compare if we improved or not (noise??) deterministic quality checks (zero-result, result count) on every sampled search, plus a gated llm relevance judge on a subset under a per-cycle cost cap. emit one result per (search, evaluator) to both new relic and logfire, each linkable back to its originating search. run automatically on a daily schedule, with per-search error isolation so one bad search or judge call doesn’t fail the cycle, in uat and prod.

🔴 Merchant Dashboard v0.10 (user onboarding)

4.0 / 12 🚫 Blocked to review

Details — PM: —

"Merchant Dashboard v0.10 (user onboarding)" is blocked from review. Missing: Problem, Goals, Figma. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	5 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Merchant Dashboard v0.4 (VTOs)

4.0 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Merchant Dashboard v0.4 (VTOs)" is blocked from review. Missing: Problem, Goals, Figma. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	9 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 12 Linear tickets live vto (sync with @anonymous) disable/enable products to include/exclude still vto (sync with @anonymous) disable/enable products to include/exclude “complete the look” defaults: instructions by merchants to “complete a vto outfit“ by specific items. for example, a merchant might want to say always complete the outfit of a vto by black high heels as shoes, so when a use is triggering a vto of a e.g. dress, the model is wearing a black high heel. auto sync/refresh? (not clear, please make intent clear) admin dash sync? (not clear, please make intent clear)

🔴 Merchant Settings V1

4.0 / 12 🚫 Blocked to review

Details — PM: —

"Merchant Settings V1 " is blocked from review. Missing: Problem, Goals, Figma. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	9 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Merchant Dashboard v0.2 (catalogue, discovery, LP, search) — Visual Merchandising

4.0 / 12 🚫 Blocked to review

Details — PM: —

"Merchant Dashboard v0.2 (catalogue, discovery, LP, search) — Visual Merchandising" is blocked from review. Missing: Problem, Goals, Figma. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	16 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Fix product impressions

3.5 / 12 🚫 Blocked to review

Details — PM: —

"Fix product impressions" is blocked from review. Missing: Problem, Goals, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Fix currency conversion on merch dash

3.5 / 12 🚫 Blocked to review

Details — PM: —

"Fix currency conversion on merch dash" is blocked from review. Missing: Problem, Goals, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Utterance/Filler Service

3.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Utterance/Filler Service" is blocked from review. Missing: Problem, Goals, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 2 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 5 Linear tickets integrate an utterance service behind a feature flag to kill the 1-2s before main agent does any work

🔴 Financial Analytics - Updates

3.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Financial Analytics - Updates" is blocked from review. Missing: Problem, Goals, Figma. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
❌	Linear Alignment	Poor coverage: 0% of scope/UX items found in 4 Linear tickets the first version of this work was delivered. finance had some issues with what went live. this ticket captures the work needed to make this match finance’s requirements.

🔴 Adyen: Chargebacks - Front End

3.5 / 12 🚫 Blocked to review Linear →

Details — PM: —

"Adyen: Chargebacks - Front End " is blocked from review. Missing: Problem, Goals, In Scope, Figma. Weak: Linear Alignment. Success Metrics, Not in Scope, UX / Use Cases, Release Notes are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	Section present but too short (2 words)
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	No In Scope / Scope / Core Features heading found
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
✅	Dev Owner	Dev. Owner or FE Dev property populated
⚠️	Linear Alignment	Only 2 child issue(s) — needs ≥3 for meaningful decomposition

🔴 Prompt Bug Bash

3.0 / 12 🚫 Blocked to review

Details — PM: —

"Prompt Bug Bash" is blocked from review. Missing: Problem, Goals, PM Owner, Dev Owner. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	9 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
❌	PM Owner	PM / Lead property is empty
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 View and manage avatars

3.0 / 12 🚫 Blocked to review

Details — PM: —

"View and manage avatars" is blocked from review. Missing: Problem, Goals, Figma, Dev Owner. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
✅	In Scope	8 scope items bounding the epic
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Improvements on CS Agent Dashboard

2.5 / 12 🚫 Blocked to review

Details — PM: —

"Improvements on CS Agent Dashboard" is blocked from review. Missing: Problem, Goals, PM Owner, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
❌	PM Owner	PM / Lead property is empty
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Add agent to post purchase

2.5 / 12 🚫 Blocked to review

Details — PM: —

"Add agent to post purchase " is blocked from review. Missing: Problem, Goals, Figma, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Design aware rapid prototyping

2.5 / 12 🚫 Blocked to review

Details — PM: —

"Design aware rapid prototyping " is blocked from review. Missing: Problem, Goals, Figma, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Share & Download Avatar

2.5 / 12 🚫 Blocked to review

Details — PM: —

"Share & Download Avatar" is blocked from review. Missing: Problem, Goals, Figma, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 Zoom / Pan Avatars

2.5 / 12 🚫 Blocked to review

Details — PM: —

"Zoom / Pan Avatars" is blocked from review. Missing: Problem, Goals, Figma, Dev Owner. Weak: In Scope. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
⚠️	In Scope	Only 1 scope item(s) — needs at least 3
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 WCAG 2.1 & ADA Compliance

2.0 / 12 🚫 Blocked to review

Details — PM: —

"WCAG 2.1 & ADA Compliance " is blocked from review. Missing: Problem, Goals, In Scope, PM Owner, Dev Owner. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	Section empty or just a placeholder
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
✅	Figma	N/A — no FE/Design team; Figma not required
❌	Release Notes	Missing — not a review blocker
❌	PM Owner	PM / Lead property is empty
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear

🔴 High prio, sub-EPIC issues (June 15-19)

2.0 / 12 🚫 Blocked to review

Details — PM: —

"High prio, sub-EPIC issues (June 15-19)" is blocked from review. Missing: Problem, Goals, In Scope, Figma, Dev Owner. Success Metrics, Not in Scope, UX / Use Cases, Release Notes, Linear Alignment are missing but do not block the review tag.

Rating	Criterion	Note
❌	Problem	No Problem / Background / Overview heading found
❌	Goals	No Goals / Objectives / Why heading found
❌	Success Metrics	No Success Metrics / KPIs / Metrics heading found
❌	In Scope	No In Scope / Scope / Core Features heading found
❌	Not in Scope	No Not in Scope / Out of Scope / Excluded heading found
❌	UX / Use Cases	No User Stories / Use Cases / UX / Design heading found
✅	Open Questions	Section absent — counts as pass
❌	Figma	FE/Design epic with no Figma reference anywhere
❌	Release Notes	Missing — not a review blocker
✅	PM Owner	PM / Lead property populated
❌	Dev Owner	Both Dev. Owner and FE Dev are empty
❌	Linear Alignment	No Linear Epic property set — every active epic should link to Linear