AI in every layer.Not bolted on. Built in.
Every Productstack AI feature is grounded in your real workspace data, your strategy, your roadmap, your customers' voices. Output you'd actually approve, not generic SaaS soup.
Workspace Context.
Every AI feature in Productstack reads from a shared context, who you are, what stage you're at, what matters this quarter. Fill it in once; every generator gets better.
- Mission
- Help PMs turn raw customer feedback into shipped product.
- Target customer
- Product managers at 50–500 person SaaS companies.
- Stage
- Early traction
- North-star metric
- Weekly active PMs per workspace
- Current focus
- Activation, first published changelog within 7 days.
Suggest OKRs
Tell Productstack who you are, what stage you're at, and what you're trying to do. It drafts 3-5 candidate objectives with key results, each one tied to your workspace context.
- Uses workspace context (mission, stage, north-star, current focus)
- Considers existing active objectives so suggestions complement, not duplicate
- Optional steering prompt to push 'more ambitious', 'focus on retention', etc.
- Accept per-row, only what you actually want lands in your OKR tree
Earn the trust of our first cohort of web3 PMs.
Validate that wallet-to-user insight is real and repeatable for early adopters.
- KRReach 25 weekly active PMs · 0 → 25
- KR7-day retention rate ≥ 40% · target 40
- KRTime-to-first-insight < 10 minutes · target 10
Dedupe ideas + feedback
Every idea is embedded the moment it's created. The dedupe scan finds near-duplicates across your entire backlog and lets you merge with one click, votes and comments survive.
- Cosine similarity over OpenAI embeddings, scoped per workspace
- Workspace-wide scan from the Ideas page; per-idea panel in the drawer
- Customer signal preserved, merged ideas keep their votes and feedback
- Same engine for feedback rows (Phase 2, pgvector table added)
Suggest roadmap cards
For any objective, draft roadmap cards that move its KRs forward. Or hit Suggest with AI on the roadmap and get a full plan across every active objective, balanced and grouped.
- Per-objective drafting (in the objective drawer) or workspace-wide
- Each card tagged with the objective + KR it serves
- References existing cards so suggestions never duplicate live work
- Optional steering: 'focus on activation', 'small bets only', etc.
Onboard-in-5-minutes flow
Moves: Time-to-first-insight
Sample-data workspace
Moves: Activation rate
Slack notifications for first insight
Moves: 7-day retention
Suggest ideas
Synthesises everything Productstack knows, OKRs, roadmap, existing ideas, recent customer feedback, into idea candidates worth considering. Lands as private drafts.
- Reads your active OKRs, in-flight roadmap, and last 40 feedback items
- Filters out near-duplicates of ideas you already have
- Each suggestion tagged with themes; accepted ideas land as private drafts
- Optional steering for tone, scope, or direction
Workspace presets (web3, SaaS, marketplace)
Daily AI digest of new feedback themes
Draft releases
Select the cards that shipped, AI bundles their descriptions + linked ideas into a structured changelog post. Categorised, snippet-ready, one click to publish.
- Pulls in linked customer ideas, credit where credit is due
- Categories auto-assigned (Feature / Improvement / Fix / Announcement)
- You polish in the rich-markdown editor, hit publish, emails go out
Bulk-edit roadmap cards
Drag a selection across columns to move, label, or assign cards in one action. Delivered for ideas #42, #58, #91.
Faster public roadmap loads
Public pages now stream from the edge, 4× faster on cold loads.
Draft KB articles
Any release becomes a how-to article in your knowledge base with one click. Inline rewrite, Expand, Polish, Shorten, Ask AI, turns rough drafts into shippable docs.
- Release → article in one click, structured for self-serve discovery
- Inline rewrite on selected text (Expand / Polish / Shorten / Ask)
- Search analytics surface the queries your KB still doesn't answer
How to bulk-edit roadmap cards
Select multiple cards in the kanban view with Shift+click, then use the bulk action bar that slides in from the top to change status, assignee, or move them across columns in one action.
Auto-categorise feedback + ideas
Every feedback submission lands triaged, type (suggestion / bug / question / praise / other) and sentiment. Ideas get up to 3 theme tags drawn from your existing taxonomy, not invented from scratch.
- Runs the moment a row is created, your inbox is never raw
- Reuses existing tags first; only invents new themes when nothing fits
- Re-categorise button to retry after editing
- Bugnegative·Jane Doe
Checkout breaks on Safari 17 with Apple Pay.
billingios - Suggestionpositive·Anonymous
Would love bulk-add for KB articles.
kbproductivity
Stop drafting from scratch.
Productstack's AI grounds every suggestion in your real data. Try it free for 14 days.