Live

Benchmarks.

How your AI stacks up against the field.

Benchmarks answers the question every operator asks: is this good? Anonymous, opt-in pools compare your agents against the field: cost per merged PR vs orgs your size, resolution rates vs your industry, research quality vs similar workloads.

Top 18%
Benchmarks · vs peerspercentile
p25
p50
p75
You
vs 240 teams
How it works

Opt in, compare, target.

01
Opt in

Contribute anonymized aggregates to the pool.

02
Compare

See your percentile against orgs your size and shape.

03
Target

Set internal goals against where the field is moving.

The measurements

What it measures.

01
Percentile ranks

Where every key metric sits against the anonymous field: P50, P78, P95.

02
Segment filters

Compare against orgs your size, workloads your shape, industries your kind.

03
Opt-in pools

Contribute anonymized aggregates, get the comparison back. No contribution, no access.

04
Trend reports

Is the field getting cheaper faster than you? Quarterly movement reports.

Who it's for

Who reaches for Benchmarks.

  • ·Engineering leaders justifying AI spend
  • ·Operators tuning against the field
  • ·Teams setting internal targets
Same suite

Pairs with the rest of Observe.

Want Benchmarks in your stack?

We're onboarding design partners now. Join the waitlist to be in the Benchmarks cohort.

Just email is required. One email when Benchmarks goes live. Nothing else.