Airtable grew past $480M ARR at 20% and still sold for $1.285B cash against an $11B mark. Picking a vendor means picking its next owner too.
A KDD 2026 paper says mid-tier models punish twice as hard as humans. The curve rests on 10 models and a correlation that misses conventional significance.
Private equity can't own a law firm. So it buys the MSO instead: the brand, the billing systems, the case data, the AI licenses. Then it rents them back.
Anthropic signed the EU AI Act Article 50(2) code. Claude's invisible watermark proves the text was processed, not authored. That gap is your problem.
Fish Audio opened its weights and charges $0.05 a minute against $0.18. ElevenLabs still went from $350M to over $500M ARR. Where the moat actually moved.
Private equity bought accounting firms for billable-hour cash flow. The AI those same funds are installing erodes exactly that. What it means for you.
Alibaba opened the weights of a 2.4T-parameter model that ran ~500 closed-loop chip design iterations alone. Your evaluation criteria just went stale.
GPTZero found hallucinated citations across four PwC Middle East AI reports. One footnote URL still carried utm_source=chatgpt.com. What it says about pricing.
An AI data company offered Adam Liska up to $200,000 to license Airspeed's codebase. He turned it down. The real asset is the operating history behind it.
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