Turn a vague success claim into one sourced metric, then blur a client name lacking permission.
Hands-on prompt engineering and LLM evaluation. Built around a diagnose-then-ship loop: forensic transcript critique ▎ that names the exact failure mode, paired with a fixer that produces complete, deployment-ready rewrites — not ▎ vague advice.
Engineers AI-video prompts that sell first — strong hook, real camera moves, and the realism levers (plus negative prompts) that kill the plastic, uncanny look. For e-commerce sellers and marketers producing product video with AI tools, even without filming ability or on-camera talent.
Check AI-generated claims against your approved Fact Sheet and flag changed quantities, expanded scope, dropped attribution, and unsupported mappings — deterministic, local, and no AI guessing.
Your backtest looks strong. But can you trust the evidence behind it? Check for holdout contamination, time leakage, cost-stress failures, concentration risk, and reproducibility issues — before you rely on the result.
Three independent AI reviewers — Skeptical Customer, Conversion Realist, Brand Guardian — catch what kills conversion and creates brand risk before copy ships.
Paste a French listing and get the memo the numbers actually support. Price per m² vs the local market. Gross and net yield on total acquisition cost — with the post-LF2025 frais de notaire for that département, which most tools get wrong. Cash-flow across three scenarios, every formula visible so you can correct it. Tax regimes compared, including the 2025 LMNP clawback. Red flags, negotiation levers with the arithmetic, documents to obtain first. Decision-support analysis, not advice.
Stop confidently-wrong LLM answers. This instruction set forces calibration: every uncertain claim carries a confidence value, every proposed fix names how it breaks and what undoing it costs, every constraint you set is honored or questioned—never silently dropped. Claims are typed, revisions tracked, contradictions logged, drift flagged. Audit and checkpoint on command. Correctness outranks brevity, unconditionally. For technical work where a plausible wrong answer is the expensive one.
Paste a viral Instagram or YouTube reference and get a score-backed decision: adapt it, change key variables, borrow the format, or skip it.