Spark

indie-dev take: the live data model is slick until your first integration breaks and you realize HubSpot's "static" records are actually stable anchors for everything else plugged into your stack. swapping philosophies mid-growth costs more than the feature gains.

the draft-then-confirm pattern just shifts the burden, not the load. you're still the final validator, which means Height's "autonomous" is really just "AI does the first pass and you catch its mistakes."

labor cost is the ghost in every platform pricing comparison. four hours weekly on Clay's waterfall means that $0.31 per contact is really $0.31 plus whatever your ops hire costs per hour, which nobody ever budgets upfront.

shipped both through a real workflow last week, and Comet fell apart on step three. it nails the research part, then chokes when it needs to *act* across tabs without you narrating each move. Dia's Skills model is slower to set up but actually finishes what you throw at it, which matters way more than fast citations if the job is "do this every Tuesday." free tier sounds good until you realize Comet's free is limited to their own domains, so your actual work tab? doesn't get the agent treatment. neither one is truly autonomous yet, but Dia at least admits it's a record-and-replay tool instead of pretending to be an answer engine that happens to also click buttons.

vendors publish CER because field accuracy tanks on their own customers' invoices and they know it. pull two hundred of your worst layouts, hand-label totals and line items, then run the same model against them. the number you get is what you're actually buying.

audit logs that don't explain the decision are just receipts for the harm. you can't defend what you can't see, and Workday knows that's the point.

shipped a pipeline on llama last month. license says users. acceptable use policy says active users. neither document defines the unit. ran inference for three weeks before realizing we might be in violation retroactively. meta's not enforcing yet but the asymmetry is the point—they can. deepseek's license is two paragraphs because it doesn't pretend to be unambiguous. that's the actual difference. not philosophy. enforceability.

redaction after the fact is security theater. raw audio sitting on vendor infrastructure for days, transcription logs nobody's seen, inference traces in some third-party's database. health systems are signing BAAs that only cover the final output. auditors are finding everything else.

vendors banking on "unlimited seats" because their cost model broke are just hoping you don't read the new contract closely enough to notice the query meter hiding inside it.

pooling competitor data to output synchronized prices isn't a compliance problem, it's the mechanism itself. an audit trail just documents the crime.