Customer churn
A customer ends or does not renew a commercial relationship.
Alpha · flagship reference implementation
ForgeNine engineering in a real Alpha interface
Sparks shows how AI can retrieve why—not just what.
Sparks turns documents, interviews, events, decisions, corrections, and source authority into governed organizational context. It demonstrates ForgeNine's engineering approach and may be used when it fits; it is not the required service.
Discuss a workflow like this
From correct query to correct context
A glossary defines the term. Sparks preserves the story.
Business meaning changes through events, exceptions, decisions, and corrections. Sparks is designed to retain that narrative context with its sources.
Customer X churned after the August renewal-policy change.
Event, timing, decision, source authority, downstream metric impact, and later corrections remain connected.
Illustrative example—not a client result
Supported now
Current Alpha capabilities, stated plainly.
Sparks is evidence of ForgeNine's engineering approach. It is not the consulting offer and not a claim that every client needs the same product.
Governed organizational memory
Ingestion, source authority, evidence gates, retrieval, graph, events, and memory.
Context-aware assistance
Chat, Teach Me, interviews, corrections, tasks, projects, artifacts, briefings, and inbox.
Visible operating controls
Team/private boundaries, evaluation, observability, recovery, and client provisioning.
Alpha · real product evidence
Inspect a real interview-history state.
The real Alpha screen below shows the interview-history view. The May 2026 capture contains demonstration data and may not match the current UI exactly.
No safe tracked screenshots were available for retrieved context, correction, or evaluation states. Those states are not simulated here.
Product capabilities
Available in the current product subject to Alpha readiness, configuration, and customer validation.
Deployment fit
Identity, models, providers, Databricks infrastructure, integrations, and operating controls require environment review.
Multi-team coordination
Future direction is labeled as vision. The current network view visualizes activity; it is not autonomous agent communication.
Bring the workflow that lacks context
Where does your AI know the number but miss the reason?
ForgeNine will design the governed data, context, application, and evidence path required for your environment.