The AI-Native Governance Operating System for Healthcare
Tolair connects every siloed hospital system into a unified intelligence layer — investigating, alerting, predicting, resolving, supporting, distributing, and computing across every governance domain. Seven layers. One engine. Your data.
$765 billion. That’s how much U.S. healthcare wastes every year — and nobody governs the systems causing it.
The average health system operates 50+ technology platforms across clinical, financial, supply chain, pharmacy, and compliance domains. Each generates operational signals. None of them talk to each other.
The result is a governance vacuum: decisions made in silos, risk invisible until it becomes crisis, and millions lost annually to operational fragmentation that no point solution can solve. GPOs earn commissions on the contracts they recommend. EHR vendors only see their own silo. Consultants deliver static PDFs that are outdated before they arrive.
There is no governance layer. Until now.
50+
Disconnected systems per average health system
30%
Of U.S. hospitals currently operating at a loss
$0
Spent today on cross-system governance infrastructure
The Solution
Tolair is not a dashboard. It’s the governance layer healthcare has never had.
An AI-powered governance advisor that sits above every siloed system and proves every finding with evidence.
Tolair operates at the infrastructure layer. We ingest and normalize operational signals from EHR, ERP, pharmacy, billing, claims, and contract systems through a patent-pending signal taxonomy — then deliver governance intelligence across seven product layers: deep forensic analysis (Cockpit), real-time alerts (Pulse), interactive AI intelligence (Foresight), agentic resolution (Resolve), AI-powered support (Assist), hyperscaler integrations (Connect), and computation abstraction (Compute).
Every recommendation is backed by your hospital’s own data with a complete evidence chain. No black-box AI. No vendor bias. Every finding is auditable, reproducible, and defensible.
Evidence Chains — Every finding carries typed proof: calculations, rules triggered, source documents, and point-in-time data snapshots
Vendor Agnostic — No commissions, no conflicts. Tolair only optimizes for the hospital’s financial health and compliance
AI Audit Trail — Every AI recommendation is hashed and logged. Same inputs always produce the same outputs. Fully reproducible
Signal-Driven — Governance findings are immutable SignalEvents with SHA-256 deduplication, not manual reports or static queries
The Platform
One engine. Seven product layers.
Cockpit tells you what happened. Pulse tells you what’s happening. Foresight tells you what’s about to happen. Resolve fixes it. Assist supports it. Connect distributes it. Compute powers it.
Production
Layer 1 · Forensic
Tolair Cockpit
“Here’s what happened.”
Deep forensic analysis with full evidence chains. Every governance finding is backed by your hospital’s own data — calculations, source documents, and point-in-time snapshots. AI-generated narratives explain the “so what” and “now what.”
Evidence ChainsAI NarrativesRoot Cause AnalysisFull Audit Trail
Production
Layer 2 · Reactive Push
Tolair Pulse
“Here’s what’s happening — and it’s in your inbox.”
Governance intelligence pushed directly into the tools your team already uses. Critical alerts via email. Action items as ServiceNow or Jira tickets. Executive digests every Monday morning. Your team never logs into another dashboard.
“Here’s what’s about to happen — ask me anything.”
Interactive AI intelligence with in-platform conversational governance queries. Before a claim is submitted, before a purchase order is placed, before a 340B opportunity is missed — Foresight catches it. Pattern-based predictions with transparent confidence banding and full platform support.
Voice-first React Native app — pocket access to governance intelligence with push notifications, biometric auth, and offline caching.
In Development
Foresight Vision
Camera input modality — photograph contracts, invoices, drugs, and shelves for instant governance intelligence.
In Development
Layer 4 · Agentic
Tolair Resolve
“Here’s how to fix it — or I’ll fix it for you.”
Multi-agent governance orchestration with authority boundaries. Tier 1: autonomous resolution with evidence chains. Tier 2: approval-required actions queued to Cockpit. Tier 3: escalation to ServiceNow/Jira with full context. Every agent action is SHA-256 hashed and auditable. Also powers Tolair’s own production operations — the product governs itself.
AI-powered support that queries your hospital’s live governance data in real time. Voice support via Retell AI with sub-800ms latency. Chat support via Intercom Fin with live API access. The AI walks through your specific signal events with real dollar amounts — not canned articles. Replaces 2–3 traditional support staff at 98% cost reduction.
AI Voice AgentAI Chat AgentLive Data Access98% Cost Reduction
Planned
Layer 6 · Integration
Tolair Connect
“Your governance intelligence, everywhere you work.”
Plug Tolair’s governance intelligence into the platforms your team already uses. Microsoft Copilot plugin for Teams. AWS Bedrock agent for cloud-native workflows. MCP server for developer tooling. IBM watsonx extension for enterprise AI. Every query audited. PHI boundary enforced.
Microsoft CopilotAWS BedrockMCP ProtocolIBM watsonx
Planned
Layer 7 · Computation
Tolair Compute
“Classical today. Quantum-ready tomorrow.”
Computation abstraction layer that runs benchmarking algorithms, portfolio optimization, and formulary analysis on classical infrastructure today — with interfaces designed for quantum computing when the hardware matures. Future-proofed architecture.
Tolair Digest — Cross-cutting capability. Scheduled governance reports (weekly executive briefings) with three-bucket aggregation: Resolved, Critical, and Investigation items. Delivered via email with PDF attachments and deep links.
Pulse finds it. Foresight explains it. Resolve fixes it. Assist supports it. Connect distributes it. Compute powers it. Digest reports it. Mobile puts it in your pocket. Vision gives it eyes.
Tolair’s entire platform — 10 governance domains, 2,288 lines of Prisma schema, 9 provisional patents — was built by the founder using AI-assisted development. Technical platform needs are met through domain-expert advisors, not traditional engineering FTEs. Engineering allocation: 12% of seed capital vs. 38% industry standard.
$610KCapital preserved over 18 months vs. traditional model
Self-Governing Operations
The same signal architecture Tolair sells to hospitals governs Tolair’s own production environment. Automated detection, classification, resolution, and executive briefing — all evidence-chained and SOC 2 audit-ready. Every incident response is deterministic, logged, and reproducible.
24/7Autonomous monitoring with human escalation path
AI Customer Support
When a hospital CTO calls the support line, an AI voice agent answers with sub-800ms latency, accesses their live governance data, and walks through specific signal events with real dollar amounts. Chat works the same way. Total cost at 3–5 hospitals: $207/month. Traditional equivalent: $150–300K/year.
98%+Support cost reduction vs. traditional model
Governance Domains
16 domains. One control plane.
Each domain surfaces hidden value that no single-system analytics can find. These are the six highest-impact domains per typical 300-bed hospital.
Contract Integrity
$340K
Detects price compliance violations, contract leakage, and off-contract spending across every supplier relationship.
Payer Governance
$2.1M
Identifies claim denials, underpayments, and reimbursement risk by linking payer contracts to actual claims data.
Clinical Variation
$1.2M
Surfaces physician preference item variations, standardization opportunities, and links supply choices to clinical outcomes.
340B Compliance
$890K
Monitors drug pricing eligibility, detects missed savings, and ensures bidirectional billing compliance in real-time.
Benchmarking
TrueCar-Style
Anonymous peer comparison across 5 geographic tiers. P10–P90 percentile display. Minimum cohort N≥5 enforced by code.
Revenue Cycle
$3.9M
A/R optimization, denial appeals automation, CDM pricing analysis, and payment posting recovery across all payers.
Why Now
The governance category is wide open. First mover owns it.
30%
Hospitals Operating at Losses
CFOs are actively seeking cost recovery solutions that go beyond traditional consulting. Tolair delivers ROI within 3–6 months.
78%
CIOs Evaluating AI Vendors
Healthcare AI adoption is accelerating. But hospitals need AI they can trust — auditable, reproducible, and grounded in their own data.
$12B
Total Addressable Market
Healthcare SCM + analytics + compliance + RCM optimization across 6,100 U.S. hospitals. No existing governance platform serves this market.
Zero
Existing Governance Platforms
No incumbent connects cross-system signals into a unified governance layer. EHRs process transactions — they don’t govern them. GPOs have conflicts. Consultants deliver PDFs.
Defensibility
Architectural moat. Not a feature lead.
9 Provisional Patents Filed
Signal-driven governance with evidence chains — Core architecture of immutable, typed evidence
AI audit trail with request hashing — SHA-256 reproducibility for every AI recommendation
Multi-tier anonymous benchmarking — TrueCar model across 5 geographic tiers simultaneously
GPOs (Vizient, Premier) — Earn 1–3% commissions on every contract placed. Cannot be vendor-agnostic. Only cover procurement.
×
EHR Vendors (Epic, Oracle) — Process transactions, don’t govern them. Silo-locked. 12–18 month deployments.
×
GHX — Supply chain exchange owned by device companies. Cannot optimize against owners’ interests.
×
Consulting Firms — Manual analysis, static PDFs, $300–$500/hr. Outdated before delivery. Bill again next year.
×
AI-Native Startups (General) — Built governance tooling without healthcare domain expertise. No signal taxonomy, no evidence chains, no patent protection. Surface-level dashboards without the infrastructure layer.
AI Operating Model as Moat
The same platform that governs hospital operations also governs Tolair’s own infrastructure. Zero full-time engineering, AI customer support with live data access, and autonomous production operations create a capital efficiency advantage incumbents cannot replicate without rebuilding from scratch.
7
Platform Layers
16
Governance Domains
68%
Alert Action Rate
80+
Signal Codes
19:1
Return on Investment
98%+
Support Cost Reduction
0
Full-Time Engineers
9
Patents Pending
Let’s build the governance layer together.
We’re in active development with a health system design partner and raising our seed round. The first governance platform built entirely with AI-assisted development. Investors, health system operators, and potential partners — we welcome the conversation.
