Autonomous self-improving agents — one architecture, many domains.
Every product in our portfolio is built on the same architectural pattern: a source-grounded knowledge graph, a daily reflection loop, rubric-enforced guardrails, and a private firm-level memory layer. Different domains, same disciplined approach — and the pattern itself is the reusable asset.
CDP Subject Matter Expert
Customer Data Platform Architecture
The missing fifth thing — current, specific, sourced, and unbiased.
A continuously updating, source-grounded, bias-enforced, conversation-ready reference for CDP architecture decisions. Not a chatbot with a static knowledge base — a living corpus, evolved every day, that any subscriber can interrogate in their own vocabulary and extend with their own organizational context.
For
Sales engineering, solutions architecture, MarTech operations, and CDP vendor leadership
Capabilities
- Conversational agent at cdp.composablestack.ai with every claim sourced and every vendor named with alternatives
- Assessment wizard producing a structured CDPProfile (marketing goal, industry, latency tiers, modalities, governance constraints) and an archetype identification
- Eight scheduled routines run daily — KG Integrity Auditor, Web Knowledge Refresh, Technical/Org Considerations Reviewers, Cross-cutting Synthesizer, and more
- Firm-level memory — RBAC-gated private overlay scoped to your team's chat sessions only
- 9-tier Signal-to-Activation latency taxonomy that replaces vendor jargon with shared vocabulary
- Daily digest summarizing what changed in the public KG and your firm-level memory
Agentic Maturity Advisor
Enterprise AI Governance
From shadow AI to sovereign agent infrastructure.
A governance framework, maturity assessment, and partner-aware advisor for organizations deploying AI agents at scale. The agent itself is a working example of the pattern — your conversation builds a per-organization knowledge layer that informs ongoing recommendations.
For
CISOs, security engineering, AI program leads, and platform teams building governance for agentic deployments
Capabilities
- 5-minute maturity diagnostic across five dimensions: Dev Management, Governance & Identity, Observability & Traceability, Environment & Resource Access, Emergency Response
- Weakest-link maturity scoring — overall posture is determined by your weakest dimension
- Agent typology framework (5 types) and vertical reality mapping (Engineering, Financial Services, Sales/Marketing, Healthcare)
- Partner-aware recommendations drawn from a curated solution ecosystem (17 best-of-breed integrations)
- Interactive Discuss-Your-Results experience that captures typology and industry context for follow-up consultation
- EU AI Act, NIST RMF, and ISO/IEC 42001 alignment — control catalog and compliance matrix as a byproduct
ClawWatch (GitHub Librarian)
Open-Source Operations
Reduce maintainer fatigue by 30-50% — autonomous triage and knowledge management for open source.
An AI-powered knowledge management and triage system for open source maintainers. Real-time activity classification, knowledge graph formation, and a contributor reputation system — all running against the same source-grounded, rubric-enforced architecture as the rest of the portfolio.
For
Open-source maintainers, DevRel leads, platform engineering, and OSPO teams
Capabilities
- Real-time activity classification of issues, PRs, and discussions
- Duplicate and similar-issue detection to deflect inbound volume
- Contributor reputation system for prioritization signals
- Feedback-driven prioritization scoring with eventual automatic disposition
- Four-generation evolution roadmap from Observer → Assistant
- Per-project knowledge graph with full provenance and audit trail
Composable Expert
Your high-complexity domain
The autonomous self-improving design pattern, shaped to your domain.
A digital Subject Matter Expert agent that continuously adapts to your team's vocabulary, precedents, and decision patterns. The same architecture proven across CDP architecture, AI governance, and open-source operations — applied to your specific subject matter. Not a static knowledge base, not a generic chatbot. A working colleague that gets sharper every day, within explicit authority gates.
For
Organizations with deep domain expertise that needs to scale — where general LLMs hallucinate and static knowledge bases go stale
Capabilities
- Domain-bounded knowledge graph seeded from your existing documents, decision histories, and vocabulary
- Daily reflection loop that proposes, scores, applies, and defers changes based on your team's interactions
- Three-dimension improvement model: structural (PR-gated), knowledge (auto-applies above confidence), capabilities (mixed authority)
- Firm-level memory — a private overlay scoped to your organization that supplements every chat session with your context
- Source-grounded by enforcement: every claim cites provenance; the git history is your changelog
- Custom rubric defined for your domain — hard checks block bad merges, soft scoring routes to auto-apply or human review