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Humanswith.ai / AI Market Analytics Engine (v2.0 · Argon 4)
Multi-Turn LLM Survivability, Citation Displacement Matrix & Prophet Quant Signals
● LENS: USA / EN ● NOISE FLOOR: 41.6% (Wilson CI) ● LAW: |t| ≥ 1.96 (N ≥ 45)
Tracked Frontier & Open Models
15
Opus/Sonnet 5.5, Fable 5.1, Argon 4, GPT-6, DeepSeek V4
Turn 5 Survivability Leader
Claude Opus 5.5 / Sonnet 5.5
77.0% Combined Turn-5 Share (+36.8% Over Noise)
Search Noise Floor (Control Path)
41.6% Drop Rate
Calibrated via "Repeat" Control (95% CI: 34.5–49.1%)
Proven Prophet Signals
3 Stat-Sig / 1 Shadow
Enforced |t| ≥ 1.96, p < 0.05, N ≥ 45
Hermes Web Proxy · 🇺🇸 US Collection Fleet:
ChatGPT · 🇺🇸 US (5-Turn context_carry) Gemini · 🇺🇸 US (5-Turn context_carry) Google AI Mode · 🇺🇸 US (5-Turn context_carry) Google AI Overviews · 🇺🇸 US (1-Turn SERP) Bing AI Mode · 🇺🇸 US (5-Turn context_carry) Perplexity (Paused 3 Nov)
Submarket Scenario:
Collection Method: Hermes Cloro Method A2 (context_carry) · USA
Model Role Tier Turn 1 (Entry) Turn 3 (Shortlist) Turn 5 (Winner + 95% Wilson CI) Excess Over 41.6% Noise 5-Stage Funnel [T1..T5] US Lane Share (GPT / Gem / AIMode / Bing) Cited Evidence Domains