AI systems that ship, not just advise.
Bingo Claims is our flagship product — in production today. Underneath it, the same patterns ship in custom builds for healthcare, insurance, and benefits operations. Citation-checked answers, mandatory human verification, audit-evident on day one.
The flagship.
Built for third-party administrators. Real plan documents in. Cited, signed claim determinations out.
Agentic adjudication for TPAs.
Ingests SPDs into a structured rules engine. Cites the exact clause on every determination. Auto-adjudicates the routine. Escalates the edges with full rationale, ready for processor sign-off.
45-second adjudication. 100% cited. Zero exceptions.
Twelve minutes of manual review collapses to forty-five seconds of AI-assisted verification. Every decision linked back to its plan-document source. Every claim signed by a licensed processor.
Live and onboarding.
Phase 1 deploys in 30 days from SPD upload to first adjudication, processor training included. CMS integration in 60–90 days.
Same patterns, ported.
The architecture under Bingo Claims — citation-checked AI, human-in-the-loop sign-off, audit-evident every step — ports cleanly to other document-heavy decisioning workflows.
Healthcare claims
Plan-document ingestion, structured rule extraction, cited adjudication. Live in Bingo Claims today.
Insurance underwriting
Policy-document reasoning. Risk-class assignment with citation back to underwriting guidelines. Human review required.
Compliance review
Regulatory document ingestion. Flagging against policy. Every flag attached to its source clause.
Benefits administration
Eligibility and coverage questions answered against the plan document. Member self-service with cited answers.
Three modes. One bar.
Whether you're sizing the opportunity, building the system, or shipping it into production — we engage at the depth you need.
AI Strategy & Assessment
We audit your operations to find where AI creates structural advantage — processes that follow documented rules, involve high-volume manual review, and cost disproportionate labor. We deliver a prioritized roadmap with ROI projections, not a 100-page report.
Custom AI System Design & Build
We build AI purpose-built for your workflows. Document-intelligence engines that read your materials and reason against them. Decision automation that handles routine cases and escalates edges to humans with pre-analysis attached. Healthcare · Insurance · Compliance · Benefits.
Implementation & Deployment
We integrate into your existing stack — no rip-and-replace. CSV in, results out if that's what you need. API integration when you're ready. Deployment in days or weeks, not months. No 12-month integration projects.
Pick a workflow. We'll size the build.
Thirty-minute call. Bring the workflow that costs the most processor time. We'll tell you honestly whether AI helps — and what it costs to build.