Products
Three products, and the client work underneath them.
Most of what we know about a domain arrives one client at a time. Three times now it arrived often enough that building the software once made more sense than building it again. Fabric is the platform our own engineers work inside every day. AutoFabric came out of years of origination and refinance delivery for lenders and dealer groups. GTM Brain runs the outbound pipeline that may well be why you are reading this. All three run on Databricks, all three are sold on their own terms, and the case studies underneath them are on this site rather than in a deck.
The context your agents are missing.
An agent that cannot see the Jira ticket, the Slack thread and the repository is guessing, and a confident guess is worse than no answer. Fabric connects to those systems over MCP and keeps what it learns, so a reply cites the document it came from instead of paraphrasing something plausible. Underneath it are agents with narrow jobs and names to match: Loom orchestrates, Thread reads a codebase, Warp audits for security. Our own engineers work inside it every day, which is the only reason we know where it is rough.
Built for engineering, sales, support and operations teams whose knowledge is spread across too many systems.
- Agent orchestration
- Deep research
- Hybrid search and RAG
- Codebase and security agents
- MCP integrations
- SDLC automation
- Unity Catalog
- Temporal
- MCP
The loan lifecycle, run by governed agents.
Origination and refinance are long processes with a regulator waiting at the end of them. AutoFabric runs the steps that eat the calendar: credit pulls against Experian and TransUnion, VIN decode, deal structuring, chasing stipulations, payoff quotes. An agent does the work and an OPA policy engine decides what it is allowed to do, with TILA, ECOA and FCRA checked on every action rather than sampled in a quarterly review. It reaches into DealerTrack, RouteOne and CDK because that is where the deals already are, not because integration counts look good on a slide. Every decision keeps its lineage, so when an examiner asks in month nine why a deal went the way it did, the answer is a record rather than a reconstruction.
Built for auto lenders, dealer groups, credit unions and captive finance companies.
- Origination agent
- Refinance agent
- Policy governance
- Compliance engine for TILA, ECOA and FCRA
- Credit bureau and VIN decode integration
- Decision lineage
- Unity Catalog
- Mosaic AI
- Databricks Apps
- Temporal
Know why now, before you reach out.
GTM Brain watches for signals, keeps a memory of every account, and works out which trigger is worth acting on this week. Drafts come from that trigger rather than from a template, and nothing leaves the building until a person approves it. The approval is a durable gate, so it survives a deployment instead of resetting when the application restarts, and delivery revalidates suppression lists and send caps at the moment of sending rather than trusting whatever was true at approval. Ten minutes is long enough for an account to become do-not-contact. Live sending stays off until someone deliberately turns it on, and we run our own pipeline on it, which is the only reason we are willing to sell it.
Built for go-to-market teams who need outreach that can be audited.
- Sense
- Remember
- Judge
- Draft
- Approve
- Act and learn
- Databricks Apps
- Lakebase
- Unity Catalog
- AI Gateway
- MLflow
Running our own software changes how we build yours.
AutoFabric and GTM Brain are ours to operate, so we carry the pager, the migrations, and the upgrade that breaks on a Tuesday. That is the part a delivery team never feels, and it is the part that decides whether a system still works in its second year. What we build for you stays yours: your domain, your data, your codebase, and none of it becomes a product with our name on it.