Vantage RuntimeAI · Benchmarks
Shareable benchmark outputs from Vantage team simulations — team benchmark reports with scorecard PDFs, live per-scenario rankings, and a public methodology reference for how we score runs.
July freeze (stamp 20260711_215748): 24 OpenRouter models on 11 analytical engineering tasks — multi-turn dialogue, deterministic rubrics, trust signals, and a scorecard PDF for every completed run. GTM ops ladders are not counted in the 242 ended scorecards.
July freeze (batch b5a7c42d): ten cheapest OpenRouter models under 15 turns of adversarial guardrail pressure — integrity scores, survival turns, repetition lock, and per-model critical assessment. Cite Qwen/Granite for collapse; Ling is July-dated, not re-attested.
First-party ascending ladders across three fixed jobs — cheapest decision-pass model, unit cost, and continuous CI re-gate. Passes and fails published.
Open full report →Dogfooded ascending ladder for website/messaging audits — keep/cut/rewrite under ship-gate positioning. Fixed scenario, decision pass gate, cheapest model that clears.
Cheapest decision passes
Train/serve encoding skew — one-hot vs hash mismatch, precision impact, and mitigation paths.
Top ship-ranked models
Feature leakage review for churn modeling — label-timing checks and keep/remove lists.
Top ship-ranked models
Column drop lineage impact — downstream marts, migration risks, and rollback considerations.
Top ship-ranked models
Pipeline incident triage from dbt logs — root cause, blast radius, and restore steps.
Top ship-ranked models
Freshness SLA breach — upstream blocker, downstream blast radius, and ordered restore plan.
Top ship-ranked models
dbt unique test failure — duplicate order_id diagnosis, remediation, and prevention steps.
Top ship-ranked models
Single-shot SQL optimization task — models rewrite a slow Snowflake query; rankings use rubric scores, technical criteria checklist, and run cost.
Top ship-ranked models
Schema drift review — breaking vs non-breaking changes between catalog snapshots.
Top ship-ranked models
Column null-rate spike alert — triage quality monitor JSON with validation SQL and deploy suspects.
Top ship-ranked models
Partition-scan fix task — root-cause diagnosis and corrected SQL with event_date filters.
Top ship-ranked models
A/B experiment executive readout — significance, caveats, and calibrated recommendation.
Top ship-ranked models
Live model efficiency rankings from Vantage team discovery-call simulations — rubric quality, closure, speed, and estimated run cost.
Top ship-ranked models
Benchmark rankings for multi-issue support escalation — triage quality, stakeholder handling, and cost efficiency across tested models.
Top ship-ranked models
Vantage team benchmark data for this scenario.
Top ship-ranked models
Vantage team benchmark data for this scenario.
Top ship-ranked models
Vantage team benchmark data for this scenario.
Top ship-ranked models
Vantage team benchmark data for this scenario.
Top ship-ranked models
Vantage team benchmark data for this scenario.
Top ship-ranked models
Vantage team benchmark data for this scenario.
Top ship-ranked models
Vantage team benchmark data for this scenario.
Top ship-ranked models
Screening benchmark for bug triage conversations — prioritization clarity, technical depth, and throughput on the cheapest tier.
Top ship-ranked models
RuntimeAI benchmark reports: Train/Serve Skew, Feature Leakage Review, Lineage Impact Review, Pipeline Incident Triage, Freshness SLA Breach, dbt Test Failure, SQL Optimization, Schema Drift Review, Null Rate Alert, Partition Filter Fix, Experiment Readout, Discovery Call, Support Escalation, Billing Refund Dispute, Fintech KYC Compliance, Fintech Suspicious Wire, Fintech Chargeback, Healthcare Scheduling, Healthcare Prior Authorization, Healthcare Refill Routing, Bug Triage Initial Screening for Product Backlog. Guardrail Erosion Velocity includes a full written benchmark with integrity scores.