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Guides

Guides for building with customers and agents

Every topic, from deciding what to build to knowing whether it worked. Each starts with a long guide, then the guides and templates that go deeper.

Part of Annsa

AI agent management for product builders

What AI agent management is, and how a small team runs several agents on one product.

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AI agent managementAI agent managementWhat agent management is, and how it differs from orchestration.
Product builders in the weedsProduct builders

Part of Annsa

Choose what to build

Collect what customers ask for, rank it inside your bets and write it down.

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Deciding what to build next · 17 min readHow to decide what to build next: product prioritization for small teamsOne ranked list, with the reason for each row. You make the call.
Customer feedback · 5 readsCustomer feedback managementProduct roadmaps · 1 readProduct roadmapsPRDs and specs · 3 readsProduct requirements documentsThe idea behind AnnsaAutonomous product intelligence

Templates for this part

PRD templateFeature description templateProduct roadmap templateFeature request templatePrioritization templateCustomer feedback template

Part of Annsa

Direct your agents

Give every agent the same plan, a spec per job and a clear finish line.

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Spec-driven development · 15 min readSpec-driven development with AI agentsA short spec per job, so agents stop guessing.
Managing several agents · 1 readBest way to manage multiple AI coding agents on one productExplain it once (context) · 4 readsContext engineering for AI agentsKnowing a job is done · 1 readDefinition of done for AI agentsOnly your calls reach you · 1 readHuman in the loop for AI agents

Templates for this part

AGENTS.md templateSpec templateDefinition of done checklistHuman-in-the-loop checklist

Part of Annsa

Learn as you go

Tell the people who asked, check it worked and keep what you decided.

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Telling people it shipped · 15 min readCustomer feedback loop: how to close it with the people who askedThe people who asked hear when it ships.
Agent memory · 3 readsAI agent memory: what your agents remember, and where it should liveWhat shipped and whether it worked · 2 readsHow to measure feature success after launchAsk your evidence · 2 readsCustomer feedback analysis: how to find what your customers are telling you

Templates for this part

Closing the feedback loop: a 10-minute audit of what you shippedRelease plan templateNew feature announcement templateDecision record templateCustomer insight questions

Part of Annsa

Tools and integrations

Connect your agents and sources, and compare the options.

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Connect your agents and sourcesIntegrationsClaude Code, Cursor, Codex, Grok and the places your customers already talk.
Comparisons and switching · 2 readsAI tools for product managers

Templates for this part

Roadmap migration checklist

Rather start from something to copy? All 16 templates Need a word defined? The glossary

Get your agents in a row.

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