Market Scan Model Benchmark - Human Scorecard Generated: 2026-08-08T22:35:20.254

## Aggregate Matrix

| Model | Completed | Avg min | Segments | Arms | Packs | Touches | Arms / segment | Note |
|---|---:|---:|---:|---:|---:|---:|---:|---|
| Qwen3.8 max | 3/3 | 41.1 | 50 | 575 | 50 | 250 | 11.5 | Production-safe baseline; conservative, doctrine-compatible, not the broadest discovery engine. |
| GPT 5.5 xhigh | 3/3 | 16.4 | 48 | 661 | 48 | 240 | 13.8 | Best first fallback when Qwen is unavailable: fastest complete cells, balanced maps, controlled copy. |
| GPT 5.6 Sol Max | 3/3 | 41.8 | 73 | 4407 | 73 | 365 | 60.4 | Best research and breadth generator; use before pruning/measurement, not as default final writer without review. |
| Kimi k3 max | 3/3 | 29 | 39 | 1275 | 39 | 195 | 32.7 | Strong voice and sourcing challenger; use as second writer/reviewer when capacity profile is healthy. |
| GLM5.2 max via Qwen CLI | 3/3 | 31.1 | 39 | 236 | 39 | 195 | 6.1 | Useful compact independent check, but not first fallback due route attestation, provider-screen, and latency caveats. |

## Cell Matrix

| Client | Model | Status | Min | Segments | Arms | Packs | Touches | Self-fit research/sourcing/copy |
|---|---|---:|---:|---:|---:|---:|---:|---|
| connectro | Qwen3.8 max | completed | 42.1 | 22 | 175 | 22 | 110 | good/acceptable/good |
| connectro | GPT 5.5 xhigh | completed | 16.7 | 27 | 463 | 27 | 135 | good/acceptable/acceptable |
| connectro | GPT 5.6 Sol Max | completed | 36.8 | 29 | 2301 | 29 | 145 | good/good/good |
| connectro | Kimi k3 max | completed | 39.3 | 21 | 886 | 21 | 105 | good/good/good |
| connectro | GLM5.2 max via Qwen CLI | completed | 27.4 | 18 | 114 | 18 | 90 | good/acceptable/good |
| masha | Qwen3.8 max | completed | 38.7 | 11 | 82 | 11 | 55 | good/acceptable/good |
| masha | GPT 5.5 xhigh | completed | 15.2 | 9 | 54 | 9 | 45 | good/acceptable/good |
| masha | GPT 5.6 Sol Max | completed | 40.2 | 16 | 757 | 16 | 80 | good/acceptable/good |
| masha | Kimi k3 max | completed | 36.7 | 7 | 114 | 7 | 35 | good/acceptable/good |
| masha | GLM5.2 max via Qwen CLI | completed | 32.3 | 8 | 59 | 8 | 40 | good/acceptable/good |
| revopush | Qwen3.8 max | completed | 42.5 | 17 | 318 | 17 | 85 | good/acceptable/good |
| revopush | GPT 5.5 xhigh | completed | 17.4 | 12 | 144 | 12 | 60 | good/acceptable/good |
| revopush | GPT 5.6 Sol Max | completed | 48.4 | 28 | 1349 | 28 | 140 | good/good/good |
| revopush | Kimi k3 max | completed | 10.9 | 11 | 275 | 11 | 55 | good/acceptable/good |
| revopush | GLM5.2 max via Qwen CLI | completed | 33.7 | 13 | 63 | 13 | 65 | good/acceptable/good |

## Per-Client Reading Notes

### masha
- Qwen3.8 max: 11 seg, 82 arms, 11 packs, 38.7 min; subjects: Distribution after the model works / EMEA supply, partnerships
- GPT 5.5 xhigh: 9 seg, 54 arms, 9 packs, 15.2 min; subjects: When AI starts needing a commercial spine / EMEA partnerships that carry revenue
- GPT 5.6 Sol Max: 16 seg, 757 arms, 16 packs, 40.2 min; subjects: EMEA partnerships after product-market fit / The partner layer between supply and demand
- Kimi k3 max: 7 seg, 114 arms, 7 packs, 36.7 min; subjects: After the founder-led deals / Your EMEA partner coverage
- GLM5.2 max via Qwen CLI: 8 seg, 59 arms, 8 packs, 32.3 min; subjects: Partnerships at {{prospect.companyName}}: who should own them / EMEA partner growth at {{prospect.companyName}}

### connectro
- Qwen3.8 max: 22 seg, 175 arms, 22 packs, 42.1 min; subjects: The license is approved. The bank still says no / Where the subscription money lands
- GPT 5.5 xhigh: 27 seg, 463 arms, 27 packs, 16.7 min; subjects: Named account rails for licensed gaming volume / A named account route for adult dating revenue
- GPT 5.6 Sol Max: 29 seg, 2301 arms, 29 packs, 36.8 min; subjects: When a licensed operator gets a blanket no / The fiat account after crypto registration
- Kimi k3 max: 21 seg, 886 arms, 21 packs, 39.3 min; subjects: When the bank letter arrives / The 0.4% behind your 1.5%
- GLM5.2 max via Qwen CLI: 18 seg, 114 arms, 18 packs, 27.4 min; subjects: Licensed, audited, and still declined / The checkbox declines the business, not the documents