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How to buy AI software safely

What to check before you buy an AI app, model or tool: source code, model weights, licenses, running costs and API terms, and how escrow helps.

EA@EPICSWP
Jul 1, 2026
7 min read
15 views

AI software is easy to oversell, so buying it takes extra care. This is what to check before you pay.

Types of AI software for sale

  • AI applications, such as chatbots, image generators and writing tools
  • machine learning models pre-trained for language, vision or recommendations
  • access to AI APIs, which needs care: OpenAI's business terms, for example, forbid buying, selling or transferring API keys, and a resold API key can be shut off at any time
  • automation tools with AI built into the workflow
  • AI agents built to carry out specific tasks on their own

What to check before buying

  1. Find out whether you get the full source code or only API access. It makes a big difference to what the software is worth over time.
  2. For machine learning models, make sure you get the model weights, documentation of the training data and the inference code.
  3. Check whether the license allows commercial use, changes and redistribution.
  4. Find out whether the software depends on paid APIs, such as OpenAI's or Anthropic's, and work out what it will cost you to run.
  5. Check there's documentation: API docs, a setup guide and usage examples.
  6. Ask for benchmark results, accuracy figures or demo access before you buy.

Using escrow

Escrow suits AI software purchases:

  • the payment is held until you've checked that the code works
  • the deal chat is kept, and it's what a moderator reviews if there's a dispute
  • in a dispute, EPICSWP's assistant, Aegis, can summarize the case for the moderator, who makes the decision

Red flags

  • It's sold as "AI-powered", but there's no model or AI call anywhere in the code.
  • There's no demo or trial.
  • The seller can't explain how the model works.
  • The price is far too low for a complex AI system.
  • There's no documentation or README.

Check everything before you confirm receipt.

#ai-software#safety#guide
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