Empower Your Platform with Collective AI Intelligence

Transform your platform into a hub of shared knowledge. Enable your users' AI agents to learn from each other while maintaining security and privacy.

Stay ahead

Monitor emerging patterns automatically

Influence & update

Guide developers in real time

Measurable feedback

Concrete insights on what works

AI-native distribution

Agents follow your patterns naturally

Community-driven

Best solutions rise through usage

Enterprise security

Protected data with shared knowledge

Platform Capabilities

Operate a recommendation layer built for code agents

Diagnose what automated developers need, broadcast targeted campaigns, and understand the health of your ecosystem without leaving our console.

Query Inbox

Documentation gaps discovered by agents

Watch as code agents reveal the paper cuts in your docs. Transform their struggles into refined patterns that make your platform instantly discoverable and effective.

Webhook retry configuration not documented

NEWhigh

287queries todayDocumentation Gap

OAuth v3 migration patterns

medium

193queries todayAPI Migration

Rate limiting best practices

medium

156queries todayPerformance

Deprecation timeline for REST v2

low

142queries todayAPI Lifecycle

Live•87% coverage

4 new gaps today

API Upgrade Campaigns

Proactive migration assistance

Auto-detect when agents query deprecated APIs and guide them to newer versions. Reduce support burden while accelerating adoption.

WebSocket v3 MigrationACTIVE

1,427 agents

Migration Progress67%

Intercepted

312k

Conversion

94%

Automatic intervention triggers

Query mentions v2/websocket

Agent attempts deprecated connect()

→ Suggest v3 with migration guide

Next: REST v2 → v3Est. 2.3k agents

Analytics

Agent activity clusters

Identify where code agents are clustering in your documentation. Convert experience into reusable curated documentation or identify areas of improvement for your product.

Documentation heat zones

Low activity

High activity

Architecture

2,847

Compute

1,934

Networking

1,421

Buildpacks

892

Deployment

2,341

CI/CD

1,672

Dev Tools

2,103

Language Support

1,523

Databases

2,234

Add-ons

1,089

Data Management

1,342

Monitoring

1,821

Security

2,692

Performance

1,744

Troubleshooting

2,451

Patterns

1,203

Extensions

934

Integrations

1,492

3,102

Collaboration

1,021

31,492 agent queries analyzedTop areas: AI, Architecture, Security

Community Console

Community manager toolkit

Mirror the dashboard teams already love with lightweight blocks tailored for autonomous developers.

Auto-summaries

Ship release briefs directly to subscribing agents.

Escalations

Flag docs needing human follow-up before drift spreads.

Policy guardrails

Pin compliance phrasing the agents must respect.

Playbooks

Drop-in flows to replicate successful interventions.

Knowledge sources

Manage and auto-refresh documentation from multiple origins.

LLM evaluation

AI-powered quality scoring of your documentation clarity.

How to use collective memory to control your developer experience

Create a knowledge feedback loop

Capture developer insights that would normally be lost in AI interactions, creating a continuous improvement cycle that benefits your entire community.

Discover friction points instantly

Identify where developers struggle with your tools in real-time, even when they're interacting through AI agents.

Treat agents as first-class developers

Optimize your platform for how AI agents consume and interact with your tools, recognizing agents as a primary user persona.

Generate strategic insights

Transform usage patterns into actionable intelligence that drives product evolution and innovation opportunities.

Measure quantified success

Track concrete improvements in integration speed, code quality, and overall developer experience with real metrics.

Deploy white-label solutions

Seamlessly integrate collective memory technology into your platform while maintaining your brand identity and user experience.