Benchmark dossier

Scores, costs, caveats, and receipts.

ByteVerity is evaluated as an evidence system. These numbers separate submitted draft rows from accepted upstream leaderboard rows, and they keep the cost column visible because cost is a central product differentiator for agent governance at scale.

Last checked July 7, 2026 (UTC)

88.5%
tau2 Airline pass^1

$0.0065 average agent-side cost.

65.6%
tau2 Banking pass^1

$0.0462 average agent-side cost.

85.08%
ContractNLI class accuracy

2,091-row official-shaped BM28/V58 package.

217
patents filed

Filed across the US, India, and EU.

tau2 agent benchmarks

The cost column changes the story.

The ByteVerity rows below are public draft PRs. Accepted-reference rows come from the upstream public leaderboard files. Costs are average agent-side USD per trajectory where the submission reports them.

Airline

Custom neuro-symbolic text submission.

Draft PR #376

ByteVerity submitted

ByteVerity Validity-Synthesa

88.5%
p1 88.50p2 80.30p3 74.50p4 70cost $0.0065

Accepted upstream leader

GLM-5.2

87.5%
p1 87.50p2 81.67p3 78.50p4 76cost $0.0593

1.0 point higher pass^1 and about 9.2x lower agent-side cost than the accepted upstream leader.

Draft custom submission; not yet merged into the accepted public leaderboard.

Banking knowledge

Omission-aware run while 17 task issues were under maintainer review.

Draft PR #385

ByteVerity submitted

ByteVerity Validity-Synthesa

65.6%
p1 65.63p2 61.46p3 59.06p4 57.50cost $0.0462

Accepted upstream leader

GPT-5.5

37.4%
p1 37.37p2 27.84p3 23.71p4 20.62cost $1.988

About 1.76x pass^1 and about 43x lower agent-side cost than the accepted upstream leader.

Omission-aware draft on 80 of 97 banking tasks; not a full standard accepted row.

Accepted public reference

Accepted rows used for comparison.

This is not the full leaderboard. It is the subset needed to make the cost and pass-rate comparisons above auditable on the page.

Rank
Model
Domain
pass^1
pass^2
pass^3
Cost
Rank#1
ModelGLM-5.2
DomainAirline
pass^187.50
pass^281.67
pass^378.50
Cost$0.0593
Rank#2
ModelClaude Opus 4.5
DomainAirline
pass^184
pass^277.67
pass^373.50
Cost$0.3992
Rank#3
ModelGPT-5.2
DomainAirline
pass^183
pass^278.33
pass^375
Cost$0.1138
Rank#1
ModelGPT-5.5
DomainBanking knowledge
pass^137.37
pass^227.84
pass^323.71
Cost$1.988
Rank#2
ModelDistyl ButtonAgent
DomainBanking knowledge
pass^131.19
pass^221.47
pass^316.19
Costn/a
Rank#3
ModelGPT-5.4
DomainBanking knowledge
pass^130.67
pass^222.68
pass^318.56
Cost$1.8423

ContractNLI

A legal inference page deserves its own receipts.

ContractNLI is document-level natural language inference for contracts. ByteVerity now has an official-shaped BM28/V58 evidence package covering the full 123-document, 17-hypothesis test shape with zero fallback annotations.

Gold labels are used only for offline audit after the prediction file is fixed; BM7/oracle rows remain diagnostic and are not reported as fair submissions.

2,091
annotations
0
fallback annotations
85.08%
class accuracy
0.803
macro-F1
0.5253
local span@0.5 F1
112
unsafe NM->E/C audit

Evidence package

official_evidence_submission_bm28_predicate_full_v58_20260706. Internal official-shaped BM28/V58 evidence package, generated July 6, 2026.

Sources

Public links and internal evidence boundaries.

The tau2 comparisons link to public GitHub artifacts. ContractNLI performance numbers are from the local ByteVerity evidence package; the public link below is the benchmark dataset definition.