Last updated: 2026-08-25
Intelligence Factory is a deterministic, neurosymbolic AI platform, built on its Buffaly architecture, for healthcare compliance and remote-care billing automation; one client converted 10,000+ unstructured calls into defensible audit evidence and passed the resulting audit with no exceptions. Unlike probabilistic LLMs, it produces fully auditable decision graphs for OIG and payer review. HIPAA-compliant, enterprise-only pricing, deployed on the web.
About Intelligence Factory
Intelligence Factory is a neurosymbolic AI platform founded in 2009 that specializes in deterministic, policy-driven healthcare automation. The company brings 16 years of expertise across remote patient monitoring (RPM), clinical documentation, and healthcare billing compliance. Core products include FairPath (an end-to-end operating system for remote care programs), Buffaly (a medical-grade ontology engine), and SemDB (a semantic database for regulated healthcare environments). Unlike probabilistic AI systems, Intelligence Factory's architecture maps complex healthcare policies and clinical guidelines into deterministic logic graphs that produce complete audit trails.
The platform addresses a core healthcare problem: remote care billing is complex, error-prone, and subject to audit risk. The system validates every output against an ontology-backed policy graph and verified sources, which is built to reduce the hallucination risk that probabilistic models carry into a claims decision. This lets healthcare teams explain exactly why a claim was processed or rejected, meeting OIG and payer audit requirements without needing a data scientist to interpret model behavior.
Intelligence Factory deploys on top of existing EHR or data lake systems, maintaining data sovereignty with customers while integrating with Epic, eClinicalWorks, and legacy healthcare databases. The platform is built for high-trust, regulated environments where determinism and traceability are non-negotiable. SemDB provides a hybrid retrieval and deterministic query layer that keeps every healthcare data access decision auditable.
The target customer is a healthcare organization with remote care programs, advanced primary care models, or significant compliance obligations: medical practices managing RPM/RTM programs, healthcare systems with compliance departments, payers with claims validation requirements, and healthcare data architects in regulated environments. Intelligence Factory's combination of healthcare regulatory expertise, deterministic logic-based architecture, and audit-ready design sets it apart in a healthcare AI compliance space where traditional LLM-based tools are viewed with skepticism by compliance teams.
Pricing
Enterprise custom pricing. No public pricing tiers disclosed. Costs are determined by organization size, patient volume, and the scope of the Buffaly and SemDB components a deployment uses.
Contact sales for a quote.
Key Features
- Remote Care Billing and Eligibility Automation: Automates eligibility verification, clinical necessity validation, and claim submission for remote patient monitoring programs; one documented deployment recovered $80,000+ in previously unclaimed billable time within two months without adding staff, and another reported a 53% reduction in administrative time across a roughly 20-person nursing team.
- Buffaly Adaptive Architecture: Transforms unstructured clinical notes and alerts into compliant, structured data mapped to ICD-10, CPT, and payer-specific rules, and builds the missing connector, transformation, or rule a workflow needs on the fly, turning successful reasoning into reusable, lower-cost executable code.
- Deterministic AI with Full Auditability: Neurosymbolic architecture that produces verifiable decision reasoning, so OIG audits, payer reviews, and healthcare compliance checks can trace every decision instead of trusting opaque probabilistic output.
- SemDB Semantic Database: Semantic data-retrieval layer using structured ontologies, hybrid embeddings, and local integration for regulated environments, enabling deterministic queries, data sovereignty, and HIPAA-compliant access logs instead of hallucination-prone vector-only retrieval.
- EHR Integration & Data Sovereignty: Deploys on existing EHR systems, with nearly three dozen EHR and EMR systems normalized in delivered integration work including Epic and eClinicalWorks, while maintaining customer data ownership and HIPAA BAA compliance.
Pros
- Reported more than 30% fewer hallucinations and unmet objectives in trial voice-agent deployments after adding runtime checks, a reliability signal most competitors in this space do not publish.
- Every decision ships with a traceable reasoning path, which shortens OIG audit responses and earns payer trust in a way opaque probabilistic output cannot.
- Long production track record solving healthcare compliance automation across RPM, APCM, clinical documentation, and payer workflows gives deep policy expertise newer neurosymbolic entrants lack.
- Complete audit trail and reasoning transparency enables non-data-scientists to understand exact decision logic, meeting OIG and payer audit requirements.
- Data sovereignty architecture maintains HIPAA compliance with customer-controlled data retention, addressing healthcare IT security concerns.
Cons
- Enterprise-only pricing and required healthcare regulatory expertise narrows accessibility for solo practices or non-healthcare organizations.
- EHR integration complexity in legacy healthcare IT environments with outdated infrastructure creates implementation overhead.
- Limited independent third-party reviews or public case studies available; most credibility evidence comes from company materials rather than unbiased G2/Trustpilot assessments.
Data Handling
- Training-data policy
- Uses proprietary healthcare policy data and clinical datasets; does not train probabilistic models on customer data by default. Deterministic logic graphs are policy-driven, not LLM-trained.
- Compliance
- HIPAA Compliant · OIG Audit Ready · Healthcare AI Regulation Aligned (2026)
Frequently Asked Questions
How much do you pay for Intelligence Factory?
Pricing is enterprise-only and custom-quoted; no self-serve tiers are published, and quotes scale with patient volume, program complexity, and how much of the Buffaly architecture and SemDB retrieval layer a deployment uses. Budget an additional $50K-200K for EHR integration consulting into Epic or eClinicalWorks, plus $10K-25K for HIPAA Business Associate Agreement setup and legal review. Get a quote by contacting the vendor directly.
Can you use Intelligence Factory without paying?
No. Every deployment is a custom enterprise contract scoped to organization size and patient volume, with nothing self-serve to sign up for. Prospective customers request a pilot or demo through the vendor's sales team.
What should you use instead of Intelligence Factory?
Abridge and Retell AI are the two active alternatives listed on HokAI. Abridge runs an ambient scribe that drafts Epic notes during the visit. Retell AI handles patient calls with HIPAA-compliant phone agents, rather than the backend billing and compliance automation Intelligence Factory is built for.
What separates Intelligence Factory from Abridge?
Abridge generates a structured clinical note directly inside Epic while the patient is still in the room. Intelligence Factory works downstream of that same encounter, applying deterministic policy logic to remote care billing, eligibility checks, and audit-ready compliance documentation instead of note drafting.
How do you set up Intelligence Factory?
Setup is an integration project, not a signup. It starts with a sales consultation to size RPM or RTM patient volume and compliance requirements. From there it covers EHR integration with Epic, eClinicalWorks, or a legacy database, a signed HIPAA Business Associate Agreement, and mapping the organization's payer rules into the Buffaly ontology before the deployment goes live.
Top Alternatives
- Abridge: Abridge generates ambient clinical notes inside Epic at the point of care; Intelligence Factory automates the audit-ready billing and compliance behind remote care programs.
- Retell AI: Retell AI runs HIPAA-compliant AI phone agents for patient calls, while Intelligence Factory handles the deterministic billing and compliance work behind them.
HokAI guides covering Intelligence Factory
- Best AI Agents for Business Ops in 2026: Buy the Job, Not the Platform: AI agents for business ops actually span five separate jobs, not one: calendar, inbox, project tracking, invoicing and vertical automation for 2026 buyers.