See exactly how your agent stacks up.
Run the same questions against your agent and a comparison — ChatGPT, a competitor, or another version of your own. Get a scored report from real home networks, not a lab.
Five steps from questions to a side-by-side scorecard.
You pick the prompts and the comparison agent. We handle dispatch, collection, grading, and the report — you watch progress in real time.
What gets measured
Not just "did it respond" — did it respond well?
Every answer is checked on multiple axes. You get plain pass/fail signals per question and rollups you can explain to product, sales, or procurement.
What gets measured
Every answer is checked on multiple axes — plain pass/fail per question.
Accuracy
Does the answer match what is actually true? Claims are checked against real sources when we can.
Made-up facts
Catches confident answers with no backing — the kind that sound right until someone checks.
Consistency
Ask the same question twice. Does the agent give the same answer, or drift?
Works everywhere
Answers can differ by country, ISP, and region. We test from real home networks worldwide.
Finishes the job
For task-style prompts, did the agent actually complete the workflow — not just reply?
A report you can share
Win rates, per-question results, and a PDF with enough detail for engineering or GTM.
You choose who your agent runs against.
A benchmark only means something if both sides answer the same questions under the same rules.
ChatGPT or another AI
Compare against OpenAI ChatGPT with web search, or another public AI baseline. Useful when buyers ask “why not just use ChatGPT?”
A competitor agent
Point at another production endpoint — a rival product, a partner’s agent, or an older release you are trying to beat.
Your own previous version
Run smoke, standard, or full prompt sets against last week’s build. Know whether you improved before you ship.
A side-by-side score, not a rigged comparison.
Both agents run through the same path, from real residential networks — and every verdict is backed by an evidence chain you can open.
Same seat for both sides
Order and timing are balanced across rounds, so neither agent gets an easier run.
An independent judge
When answers disagree, an independent reviewer scores them — not your agent grading itself.
Claims checked at the source
Specific factual claims are verified against real sources when verification is available.
Real home internet, not a data center.
Cloud-only tests miss what your users actually see. Benchmark probes run from distributed home networks in 70 countries — the same vantage as real customers.
Every vantage is a real consumer device on a home ISP — not us-east-1 pretending to be a user. Both agents get asked from the same vantage, so the comparison holds.
Residential vantage
Edges treat residential ASNs differently from cloud IPs. Geo blocks, rate limits, and CDN routing show up on the inbound path first — before you can grade an answer.
Same rules for both sides
Your agent and the baseline both get asked from the same network conditions. No hidden advantage.
Evidence you can share
Export a PDF report with scores, per-question results, and enough detail for engineering or GTM.
