ArbitrAI

Audit your AI before your customers do.

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Demo success ≠ production permission. Stress-test your AI against real business scenarios. Know what breaks, what it costs, and what's at risk — and get the evidence to sign off with confidence.
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OCR Cost Comparison

First Public Component

Stop overpaying for SoTA OCR when standard documents do not require it. Upload your document and get a provider-agnostic, business-metric comparison across cost tiers — in just two minutes. Free. No credit card. No email.

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Model-provider agnostic by design.
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AI evaluation platform
built for business outcomes

Stress-test your AI.

Simulate business relevant scenarios to put your AI to the test, and run experiments at scale to uncover tail risks.

Market Gap
✕ Ad-hoc testing
✕ Academic benchmarks
✕ Case-by-case tuning
ArbitrAI PLATFORM
✓ Simulated business scenarios
✓ Repeated AI runs at scale
✓ Expose outliers and tail-risks
Scenario Runs
LIVE
Read email
PASS
Update order
WARN
Interpret Invoice
FAIL
Hand-off to expert
PASS
Verify payment
PASS
Escalate dispute
WARN
85%
Pass rate
10%
Fail rate
5%
Outliers

Measure what matters.

Move beyond accuracy and token cost. Determine if your AI is economically viable, reliable, and safe to deploy.

Market Gap
✕ Focus on technical metrics
✕ Optimized for ease-of-evaluation
✕ Lack of business insights
ArbitrAI PLATFORM
✓ Out-of-the-box business metrics
✓ Tailored for measurable improvements
✓ Model agnostic by default
Business Metrics for Sign-off
◉
Cost-per-success
Failed interactions increase the cost of successful ones
∿
Reliability rate
Quantify performance degradation at scale under repeated runs
⚡
Latency spikes
Check whether latency stays within bounds at scale
⬢
Policy adherence
Compliance with internal and external rules
△
Brand risk
Likelihood of off-brand behavior

Empower Domain Experts.

AI Agents operate business workflows. Give Domain Experts intuitive tools to shape AI behavior.

Market Gap
✕ Experts excluded from technical tooling
✕ AI behavior controlled by developers
✕ Feedback loops are slow and fragmented
ArbitrAI PLATFORM
✓ Intuitive tools for Domain Experts
✓ Create business-relevant scenarios
✓ "Play as AI" to shape behavior
Interactive Evaluation
Scenario Context
Customer requesting a refund for subscription after 32 days. (Policy: 30 days)
I missed the window by just two days. Can you please help? I've been a loyal customer for 3 years.
AI SUGGESTION
I cannot process this refund as it exceeds the 30-day policy.
Expert Intervention
PLAYING AS AGENT
Given your loyalty tier, I can make a one-time exception and process this refund immediately.
Ground Truth Captured

Compliant by Default.

AI regulation should not slow your team down. Keep decisions, traces, and datasets audit-ready by default.

Market Gap
✕ Reactive audit preparation
✕ Fragmented traces and data
✕ Evidence assembled too late
ArbitrAI PLATFORM
✓ EU AI Act-ready workflow
✓ Tracked datasets, traces, and decisions
✓ Structured logs for audits
Audit Evidence Chain
⎘
Run trace 10:42:01.45 Captured
Dataset version v2.4.1 Immutable
Decision logs 45ms Linked
Audit export Ready One-click
Lineage preserved across runs, model versions, and policies.

Open Benchmarks & Research Insights

Open Evaluation Framework

Our evaluation approach is transparent, auditable, and community-driven.

View on GitHub

Public Leaderboards

Compare models and agent architectures on business-relevant performance and risk signals.

Explore Leaderboards
AI Agent Evaluations - current market gaps
Where current evaluation tooling falls short for business decision-making.
March 2026
New release: OCR mini-bench
A business-first OCR benchmark to stop overpaying.
March 2026
EU AI Act - Timeline
A practical timeline view and what teams should prepare now.
March 2026