Fairspire for Enterprises · runs inside your environment
Audit the decisions your AI is already making.
Fairspire™ checks automated decisions and LLM answers for errors, unequal treatment and missing explanations, ties every finding to the federal and state rules that apply, and tracks the human review until it is closed. It runs inside your environment: your data never leaves it.
FairspireTwo kinds of AI risk. One place to control them.
Load the decisions your systems or your teams already made, or route LLM answers through Fairspire. Every result says what went wrong, how sure we are, which rule applies and who has to review it.
Loans, claims, coverage, underwriting, hiring
For the decisions a model, a rules engine or your own team takes about people. No AI needed to start: Fairspire audits decisions made by people too.
- Wrongful denials and approvals, against known outcomes or your own written rules
- Equal treatment across protected groups, with the statistical confidence behind every finding
- Identical cases decided differently
- Denials without a specific reason
- Findings mapped to the federal and state rules in force for your sector and states
Chatbots, copilots and RAG applications
For answers generated from your documents and data.
- Every claim checked against its sources; unsupported figures and contradictions flagged
- Prompt injection and sensitive-data leakage (OWASP Top 10 for LLM Applications)
- Checks aligned with the NIST AI 600-1 generative AI profile
- Copyright and privacy risks in retrieved content
- Optional inline gateway: audit each answer before your users see it
Loan, claim, coverage and hiring decisions · LLM answers
Errors · equal treatment · consistency · reasons · applicable rules
Each finding assigned, checked case by case, closed with an outcome and a sign-off
Trends per system · PDF reports · tamper-evident ledger
All of this runs inside your environment. Black Odix never receives your data.
Every finding gets a rule, an owner and a record.
Regulators ask how you watch your automated decisions over time. Fairspire gives each department its own dashboard, a review queue and a record nobody can quietly edit.
Audit
Load a file or connect a system. No code: pick the columns, the sector, the states and your rules.
See the trend
Each system's errors, impact ratios and denial reasons, audit after audit, per department.
Review
Every failed check becomes a task with its cases, an owner, a due date and a required outcome.
Prove it
PDF reports for meetings, a sign-off page, and a hash-chained ledger of who did what and when.
The statistics are checked against published results.
Before we ask you to trust a finding, we test the engine on real, public decisions where the right answer is known.
Defendants in ProPublica's COMPAS analysis. Published error rates reproduced exactly.
Mortgage decisions in New York's 2024 HMDA data, from 715 lenders.
Of HMDA group counts, rates and impact ratios match an independent computation.
To audit the whole New York market on a single machine.
Your data stays with you. We never see it.
Fairspire runs on your computers or your servers. There is no vendor cloud, no telemetry and no remote access.
On-premise by design
- Desktop app for macOS and Windows, or one container on your infrastructure
- No outbound calls except to systems you configure
- Offline, cryptographically signed licenses: no activation server
Access you control
- Single sign-on with your identity provider (Entra ID, Okta, Google, Ping, Keycloak)
- Viewer, auditor and admin roles, separated by department
- Sessions, CSRF protection and seat limits enforced by the server
Evidence you can defend
- Hash-chained ledger of every audit, sign-in and review decision
- Software bill of materials and vulnerability report with every release
- Security overview and installation guide for your IT team
Read the details on our security page, or ask for the Fairspire Security Overview at security@blackodix.com.
Start with one system and your own data.
A paid pilot audits one of your decision systems end to end, automated or human, on your infrastructure, with us guiding your team remotely. You keep the report.
- Sales sales@blackodix.com
- General hello@blackodix.com
- Security security@blackodix.com
- Address 971 US Highway 202N, Ste N, Branchburg, NJ 08876, USA
Mutual NDA before any pilot. We're happy to sign yours or send ours.