Built for the marketsthat can’t afford to be wrong.
A $143M ARR opportunity across 8,250 underserved mid-market firms. Proprietary multi-model deliberation architecture. Three provisional patents.
$0M
ARR opportunity
Mid-market, three verticals
0
Target firms
Underserved mid-market
0%
Financial firms deploying AI
Adoption inflection
The Market Gap
The mid-market is running M&A, legal, and clinical diligenceon consumer chatbots.
8,250 mid-market firms sit between enterprise custom deployments and solo consumer-tool users. They make daily high-stakes decisions — deals, briefs, clinical calls — using tools that were never designed for their risk tolerance.
The enterprise vendors won’t sell to them. The consumer tools can’t verify for them. That’s the gap. Delibera fills it.
Why Now
Three converging forces. Category-forming window.
Regulatory Pressure
SEC, FINRA, state bars, federal courts, and insurance carriers all want documented AI workflows. If you can't show yours, you don't get the engagement.
Public Hallucination Incidents
Sanctions, fines, lost clients, and rising premiums for law firms running unverified AI. The warning signs aren't theoretical anymore.
Mid-Market Adoption Inflection
91% of financial firms assessing or deploying AI. The window between curiosity and commitment is closing in the verticals we target.
Architectural Moat
Not a wrapper.A category.
Delibera deploys three independent models that debate and verify each other’s outputs, with complete audit documentation. 10 months of development, peer-reviewed research methodology, and provisional patent protection.
Three Provisional Patents Filed
Gap-Driven Search, Dynamic Behavioral Injection, and Domain-Adaptive Council Architecture. No multi-agent LLM deliberation patents identified in USPTO prior art search.
Accuracy Moat
82.6% Phare benchmark resistance, 41% lower hallucination rate than next-best frontier model. Regulatory-grade exports: RSA-signed, SHA-256 checksummed, chain-of-custody documentation.
Vertical Priority & Deal Characteristics
Sequenced to compound.
Financial Services -- Now
Shortest sales cycles, highest existing AI adoption (91% of firms assessing or deploying), strongest product-market fit with M&A due diligence workflows.
Legal -- Next 12 Months
Strongest urgency drivers: documented sanctions, mandatory AI disclosure orders, bar referral exposure. Regulatory tailwind is real and accelerating.
Medical -- Future Horizon
Highest deal value, longest procurement cycle. HIPAA-aligned architecture in place. Enterprise-wide deployment model.
Request an investor briefing.
Live deliberation demo, benchmark data, and market sizing conversation. Upcoming senior hires: Head of Sales, Head of Product, CFO.