Eliminate Model Uncertainty from Your AI Roadmap.
Your team debates which LLM to use. Meanwhile, you're burning budget on the wrong one. PeerLM runs blind evaluations across 200+ models so the data decides — not opinions.
14-day free trial · 50 eval credits · No credit card required
200+
Models Supported
15+
LLM Providers
0%
Zero Evaluator Bias
<5 min
First Results in Minutes
Why PeerLM
Every feature exists to remove bias and deliver clarity
Built from first principles for rigorous, unbiased model comparison. Not another chatbot playground.
Eliminate Name Bias from Every Decision
Evaluator models see anonymized, shuffled responses and rank without knowing the source. No positional bias, no brand favoritism — just raw performance data.
Get Granular, Exportable Performance Data
Structured JSON scoring means each item is scored independently — not buried in free-text prose. Export directly to your analytics stack or data warehouse.
Test Every Model Against Real User Scenarios
Define personas with unique system prompts and criteria, then see exactly which model excels for which audience. No more one-size-fits-all benchmarks.
See Which Model Wins for Each Use Case
Per-persona leaderboards with best/worst performer identification, model rankings, and score distributions — the reporting quality your stakeholders expect.
Cut Costs with Smart Response Caching
Identical prompts reuse responses at zero credit cost. Edit a prompt and the cache auto-invalidates — iterate fast without burning through your budget.
Get Reproducible Results Every Time
Pin temperature to 0 and fix seeds where supported. Capability checks ensure only valid parameters are sent — no silent failures, fully reproducible results.
How It Works
From configuration to insight in minutes
Set up an evaluation in minutes. Get results you can present to leadership.
Configure Your Evaluation
Pick models, define personas, set topics — minutes, not days. Start from a template or build from scratch.
Run Blind Rankings
Responses are anonymized, shuffled, and judged by LLM evaluators. No model knows it's being tested. No evaluator knows who produced what.
Get Data Your CTO Will Trust
Per-persona leaderboards, score matrices, and exportable reports. Share publicly or pipe into your data warehouse as CSV/JSON.
Before & After
What changes when guesswork ends
Without PeerLM
With PeerLM
Flipping between ChatGPT and Claude tabs, hoping you'll 'just know'
Automated blind ranking across dozens of real-world scenarios
Arbitrary 1–10 scores nobody can reproduce or defend
Relative ranking that surfaces true performance gaps
One prompt, tested once, by one person on a Friday afternoon
Batch evaluation across personas, topics, and criteria
'We went with GPT because… the team already had it open'
Audit-ready data your CTO and CFO can stand behind
Paying premium rates for models that underperform cheaper ones
Data-driven selection that can save 30–60% on model costs
Pricing
Simple, transparent pricing
Start free. Scale when you're ready. No card required.
Team
per workspace
- 1,000 eval credits/month
- 5 team members
- API access & webhooks
- Shareable public reports
14-day free trial · No card required
Studio
per workspace
- 4,000 eval credits/month
- 20 team members
- Version drift detection
- Pass/fail threshold gates
- BYOK (bring your own keys)
14-day free trial · No card required
Enterprise
tailored to your org
- Everything in Studio
- Custom eval credits/month
- Unlimited team members
- Flexible usage pricing
- Dedicated support & SLA
Eliminate model uncertainty from your AI roadmap.
Join AI engineering teams who stopped debating models and started proving which one wins.
Start My Free Trial14-day free trial · 50 eval credits · No credit card required