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Comparison

FAULTLINE VS. PROMPTFOO

PromptFoo evaluates prompts. Faultline verifies claims. If your team ships AI-generated content to end users, you need verification — not evaluation.

Key differentiator: "PromptFoo evaluates prompts. Faultline verifies claims."

Feature Comparison

A side-by-side breakdown of capabilities across the two tools.

Feature
Faultline
PromptFoo
Claim-level verification
Verifies individual factual claims against evidence sources
Not supported — evaluates prompt/response pairs, not claims
Per-claim reports with sources
Generates audit-trail reports — not a compliance guarantee
No audit trail — requires custom implementation
Multi-provider support
Gemini on every plan; Enterprise consensus adds OpenAI and Claude
Multiple providers supported
Real-time web verification
Claims verified against live web sources, typically in under a minute
No real-time web verification — static evaluation only
Audit-trail reports
Audit trail and verification-evidence reports included
Evaluation reports — no verification audit trail
Open source
CLI open source, cloud tiers available
Open source core, enterprise add-ons
Pricing
Personal $19/mo, Pro $49/mo, Enterprise custom pricing
Open source free, enterprise custom pricing

Where Faultline Wins

Four capabilities that PromptFoo does not offer and Faultline ships on day one.

Per-claim reports built in

Every Faultline scan can be exported as a report: each claim, its verdict and its sources. PromptFoo requires you to build this yourself.

A verification layer, not a test harness

Faultline checks up to 8 claims per scan with Google Gemini against live web sources that Faultline finds with Parallel to surface contradictions; on Enterprise, multi-model consensus adds OpenAI and Claude. PromptFoo evaluates prompts and model outputs against the test assertions you write.

Claim-level forensics, not prompt-level metrics

PromptFoo tells you if a response is relevant or faithful. Faultline tells you if the specific claims inside that response are true — with sources.

Verification rules out of the box

Faultline ships with pre-built verification rules covering hallucination patterns, citation errors, and factual drift across domains.

Pricing Comparison

PromptFoo is open source with an enterprise tier. Faultline offers hosted tiers with audit-trail reporting included.

Faultline

  • Personal$19/mo
  • Pro$49/mo
  • EnterpriseCustom

PromptFoo

  • Open sourceFree
  • EnterpriseCustom pricing

Try Faultline Free

Search-grounded verification pipeline. Personal plan at $19/mo, no credit card required to start. Faultline is in alpha: limits and features may change.