AI Models AI moats

AI Models AI has a narrow moat: an average moat of 68 out of 100, 6th of 29 AI markets. 79 of its 445 rated products have a wide moat and 28 have none. Its products are strongest on hard to copy.

Data updated · 445 products rated

The widest moats in AI ModelsCheck your product’s moat

Narrowmoat rating, 68 out of 100
6 of 29markets, by average moat
445products rated for moat
18%have a wide moat

Every rated product, by moat

Wide 18% (79)Narrow 76% (338)None 6% (28)

Moat profile

Each source on a 0 to 100 scale, averaged across the market and rated against the other AI markets. Threats count against the moat.

SwitchingRetentionHard to copyRegulationEcosystem

Dashed line: the average across all AI markets.

Moat sources

Switching costsHow much time, data and retraining a customer would lose by moving to a rival.Moderate · 43
Habit and retentionHow deeply the product sits in a daily routine or workflow.Moderate · 69
Hard to copyDifferentiation from rivals, and how few products are thin layers over a public model.Strong · 89
Regulatory barrierCompliance work (health, finance, legal, privacy rules) a new entrant must clear first.Weak · 10
EcosystemShare of products with a public API and with ten or more integrations.Moderate · 57

Threats to the moat

Wrapper exposureShare of products whose core could be rebuilt on a public model in days.Low · 1
Platform dependencyHow much products rely on another company’s platform (a social network, a store, a search engine) to work.Low · 19

Widest moats in AI Models

Ranked by FalcoScan’s moat score, shown as bands, with the sources each product is strong on. Exact scores are on paid plans.

  1. 01JAXComposable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and moreStrong on switching costs, habit and retention, hard to copyWide moat
  2. 02Preferred NetworksJapans flagship deep learning company spanning auto, healthcare, roboticsStrong on switching costs, habit and retention, hard to copy, regulatory barrierWide moat
  3. 03EtchedAI accelerator chips purpose-built for transformersStrong on switching costs, habit and retention, hard to copyWide moat
  4. 04HelsingAI for democratic defenseStrong on switching costs, habit and retention, hard to copy, regulatory barrierWide moat
  5. 05TenstorrentOpen-source AI computeStrong on switching costs, habit and retention, hard to copyWide moat
  6. 061X TechnologiesHumanoid robots for the homeStrong on switching costs, habit and retention, hard to copy, regulatory barrierWide moat
  7. 07Figure AIGeneral-purpose humanoid robotsStrong on switching costs, habit and retention, hard to copy, regulatory barrierWide moat
  8. 08DeepSeekOpen-weight frontier reasoning models from ChinaStrong on habit and retention, hard to copyWide moat
  9. 09GPT4AllRun Local LLMs on Any Device. Open-source and available for commercial useStrong on switching costs, habit and retention, hard to copyWide moat
  10. 10Unitree RoboticsQuadruped and humanoid robotsStrong on switching costs, habit and retention, hard to copyWide moat

Make one of these? Products rated a wide or narrow moat can show a live moat badge on their site. Get your badge →

Most exposed products

The products with the least protection and the full top 25 open with a free account. Exact moat scores and their inputs are on paid plans.

Questions

Does AI Models AI have a moat?

AI Models AI has a narrow moat on FalcoScan, averaging 68 out of 100 across 445 rated products, against 62 across all AI markets. 18% of its products have a wide moat and 6% have none.

What protects AI Models AI products from competition?

Rated against other AI markets: switching costs moderate, habit and retention moderate, hard to copy strong, regulatory barrier weak, ecosystem moderate. The main moat is hard to copy.

Which AI Models AI tools have the widest moats?

JAX, Preferred Networks, Etched lead AI Models on FalcoScan's moat rating. The ten widest are listed on this page; exact moat scores for every product are in FalcoScan plans, the API and the MCP server.

How does AI Models AI compare with other AI markets?

AI Models ranks 6th of 29 AI markets by average moat, wider than 23 of them. The nearest markets are Legal (71) above it and Human Resources (68) below it.

What threatens moats in AI Models AI?

Wrapper exposure is low (1% of products could be rebuilt on a public model quickly) and platform dependency is low.

Cite and share

Quote a figure, link to the page or take the data for every market.

Citation

FalcoScan, “AI Models AI moats”, data updated 9 October 2026. https://falcoscan.com/moats/ai-models

BibTeX
@misc{falcoscan_moats_ai_models_2026,
  author = {{FalcoScan}},
  title = {AI Models AI moats},
  year = {2026},
  month = oct,
  howpublished = {\url{https://falcoscan.com/moats/ai-models}},
  note = {Data updated 9 October 2026}
}
Link for your site

<a href="https://falcoscan.com/moats/ai-models">AI Models AI moat rating (FalcoScan)</a>

Market data

Every market’s moat rating, average, sources, threats and saturation, as a CSV or as Markdown with the method and definitions. Free to use with a citation.

MarkdownCSV

The figures refresh daily from the FalcoScan catalog. When you quote one, quote the date with it: .

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