The AI Coding Trust Gap: Why Speed Outran Verification
AI writes code fast — but a 2025 Veracode study found models chose insecure code 45% of the time, and a METR trial found developers 19% slower. Here is the gap.
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AI writes code fast — but a 2025 Veracode study found models chose insecure code 45% of the time, and a METR trial found developers 19% slower. Here is the gap.
A newer, higher-benchmarking model was available at the same price. I rolled my chief-of-staff agent fleet back to the older version anyway. Here is the evidence on both sides, including the part that disagrees with me, and why for agentic systems harness fit beats model tier.
We scanned 24 marketing agencies for AI visibility in ChatGPT. 22 scored zero out of 100, and buyers asking for an agency got software recommended instead.
We scanned four of our own products for AI visibility. The scores said absent. The competitor sets said AI filed us in the wrong category entirely.
A pricing-first comparison of the best AI visibility tools for agencies: Peec, Profound, Otterly, and GEO Grader, scored on white-label reporting, per-client workflow, and what the agency-usable tier actually costs.
Profound is the enterprise leader in AI visibility. That is exactly why it is the wrong fit for an agency reselling GEO inside a retainer. The math, side by side.
An agent reported a 6/6 breakthrough. My own team refused to believe it, found 1 of 6 on a blind check, and killed it. The end of rented certainty.
Week 0 of GEO Score Watch: our entire portfolio scores 0/100 in AI search. The baseline, the method, and what we're changing — published weekly.
SEO optimizes for a results page; GEO optimizes for the AI's answer. The difference, why it's a new retainer line-item, and what GEO work really is.