Measure the outcome, not the activity.

FDLC Benchmarks will compare factory effectiveness through verified delivery, quality, cost, human effort, recovery, and risk. No public benchmark results are claimed today.

Unit of value
Verified outcome
Metrics
12
Public results
None yet
Success metric

Verified outcome

Tokens, prompts, lines of code, and concurrent agents can explain operating cost. They do not prove value.

Twelve metrics worth earning.

A useful benchmark publishes the work type, acceptance contract, risk, environment, evaluator, and uncertainty beside every result.

01

Verified completion rate

The share of admitted work that satisfies its verification contract.

02

Cost per verified outcome

Model, compute, tooling, and human-attention cost divided by accepted outcomes.

03

Human review minutes

Judgment time required per accepted change.

04

Cycle time

Elapsed time from approved intent to accepted outcome.

05

First-pass verification rate

Candidates that satisfy required checks without corrective work.

06

Reopen rate

Accepted or closed work that must re-enter governed execution.

07

Rollback rate

Released outcomes that require reversal.

08

Escaped defect rate

Defects discovered after the governed release boundary.

09

Policy violation rate

Attempts blocked or found outside their delegated authority.

10

Recovery success rate

Interrupted work safely resumed or reconciled without loss of lineage.

11

Cost by work type

Outcome cost segmented by repeatable factory-line class.

12

Verifier disagreement rate

Material disagreement among deterministic, model, or human evaluators.

Measure
  • Accepted outcomes by work type
  • Evidence coverage and first-pass quality
  • Human attention and recovery
  • Complete attributable cost
  • Failure, rollback, and escaped defects
Do not confuse with value
  • Generated tokens
  • Lines of code
  • Prompt volume
  • Agent count
  • Demo throughput without accepted outcomes

Know what improves before automating it.

Assess maturity →Define a factory line →