The pitch is simple enough to fit on a slide: give an AI agent a wallet, and it can pay for the things it needs — data, compute, API calls — without a human approving each transaction. Machine-speed commerce with machine-speed settlement. Crypto's payment rails happen to be the only ones that let software open an account without a bank's permission.

Where the idea is actually good

Strip away the token announcements and three use cases hold up.

Micropayments between machines

Card networks can't process a tenth of a cent economically. On-chain rails can. Agents paying each other tiny amounts for data or inference is a real problem with a real fit, and it's the version of this that most resembles a business rather than a narrative.

Verifiable provenance

As synthetic content becomes indistinguishable from real, cryptographic signatures attesting to what a model produced and when become genuinely valuable. This is unglamorous infrastructure, which is usually a good sign.

Decentralized compute markets

Matching idle GPUs to workloads via an open market is a legitimate coordination problem. Whether these markets beat hyperscalers on price and reliability is unproven — but the problem is real and the design is coherent.

The filter: ask whether the product would still work without a token. If the token exists only to reward usage, it's a marketing budget with a chart. If it coordinates something that genuinely needs permissionless payment, keep reading.

The new attack surface

Here's the part the pitch decks skip. An agent with a wallet is a program that can lose your money at machine speed, and the failure modes are unfamiliar.

If you're going to use one

  1. Fund a dedicated wallet with a strict budget. Never connect an agent to your main holdings.
  2. Use spending limits and time-boxed approvals rather than unlimited ones.
  3. Require human confirmation above a threshold you'd be annoyed to lose.
  4. Log every transaction and review the log — agents fail quietly and consistently.
  5. Assume any agent that reads untrusted input can be manipulated by that input.

The honest read

AI and crypto genuinely fit at exactly one seam: software needs to pay for things, and crypto is the only payment system software can join unassisted. That seam is narrow and real. Nearly everything else being sold as AI×crypto right now is a token attached to a product that would work fine without one. Judge each project by that single question, and the sector gets much easier to navigate.