← Atlas Theme · spans 1 topics

When every proposal is AI-generated, only demonstrated capability can win the deal.

Chatbot-written responses flooded RFP funnels fifty-fold and destroyed polished prose as a credibility signal, so buyers now gate selection on what generation cannot fake — live demos, paid trials, and buyer-side technical verification that most pilots still fail to clear.

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Topics it spans
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Findings citing it
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Evidence window
The convergence

The same conclusion keeps arriving from across the workspace's research — 1 topics independently instantiate this theme. Filter the evidence by where it came from:

B2B Buyer Criteria Shift for AI
AI Slop Is Flooding the RFP/RFI Funnel — and Buyers Are Building Proof-of-Capability Gates

AI-slop volume killed response prose as a differentiator and pushed buyers toward proof-of-capability evaluation gates.

B2B Buyer Criteria Shift for AI
The Buy Side's Own AI Gap: 68% of Procurement Teams Test AI With No Plan — and Can't Tell Tools From Hype

Buyers who cannot distinguish capability from hype fall back on verifiable evidence rather than vendor claims.

B2B Buyer Criteria Shift for AI
The Proof-of-Concept Trap: How Enterprise AI Pilots Win or Lose Deals

Trials are now the mandatory proof point no generated claim can substitute for — and roughly two-thirds fail to convert.