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For product builders shipping with AI

Turn customer feedback
into the next build.

Annsa ranks what matters and turns the strongest customer problems into build-ready specs grounded in your codebase. As new evidence arrives, your priorities update.

500 extra pieces of feedback in your first month. No card.

Annsa ranking 60 customer priorities, with the top one opened into its build-ready spec.

How Annsa works.

CUSTOMER SIGNALSCOMMERCIAL CONTEXTCODEBASEDECISIONSOUTCOMES

Customer evidence should travel.

Annsa carries customer evidence across teammates, product decisions and agents — so every question starts with what your company already knows.

Know what to build next, why, and in what order.

Discovery

What matters?

Delivery

What should we build?

Intelligence

What did we learn?

What matters?

See what customers are asking for, what they are doing and which signals deserve attention now — grounded in revenue, urgency, growth and confidence.

Annsa's ranked priorities, topped by Mobile interface is confusing on tablets, with signal and account counts behind each row.

Why this, now?

Ask why something matters now and see the customers, signals and reasoning behind its position. Change the lens and Annsa updates the ranking.

Annsa answering why Mobile interface is confusing on tablets ranks first: 11 signals, 9 accounts, accelerating, churn risk 39.

What should we build?

Annsa checks your codebase to see what already exists, what's missing and what's new — then carries the customer evidence into a build-ready spec your team or coding agent can use.

Annsa's spec map: 41 codebase files touched by specs, grouped by area.

What did we learn?

Connect what shipped to the customers who asked and what happened afterward — so the outcome improves the next answer.

Annsa's Share Back: Mobile interface is confusing on tablets shipped, with the 11 customers who asked ready to be told.

The intelligence keeps running, even when you aren't asking.

New customer signals update the ranking. Decisions carry their evidence into delivery. Outcomes return as new evidence — so what your company learns continues from one question to the next.

Annsa runs the intelligence. Your team and agents run the build.

Signals update the ranking.
Evidence moves into delivery.
Outcomes improve the next answer.

Product intelligence, wherever work happens.

Use Annsa directly, discuss a decision in Slack, or let a coding agent pull the evidence and specification over MCP. The customer context travels with the work.

Explore integrations →

annsa

Prioritize, reason and manage the product loop with the evidence attached.

Slack

Carry customer evidence into team decisions.

MCP + development tools

Give coding agents the customer context behind the specification.
CONNECTED TO THE TOOLS WHERE WORK HAPPENS

Built for product builders.

For founders, product leaders and builders connecting what customers say and do to what gets built — and what happens after it ships.

Explore use cases →

Thinking on product intelligence.

Field notes and essays on deciding what to build from evidence — and proving it worked.

Read the blog →
ARTICLE

Autonomous product intelligence

What it means for a product system to learn, adapt and act. A complete guide to the emerging category.Read article →

Start with real customer feedback.

500 extra pieces of feedback in your first month. Bring everything you already have.

annsa

Big questions. Better answers.

What should we build next?

Solo-founded in Sydney in 2025. Launched February 2026.