# AI Moats: which AI markets are hard to copy

Source: https://falcoscan.com/moats · Data updated 9 October 2026 · every live AI product rated: 7,456 of 8,021 listings, across 29 markets · Publisher: FalcoScan

## Answer

Security, Healthcare, Data and Finance have the widest moats in AI on FalcoScan's moat rating. Learning, Avatars, Music, Search & SEO, Video, Image, Social and Writing have no moat. Security has the highest average moat (79 out of 100) and Writing the lowest (37). Across all rated products, 22% have a wide moat, 52% a narrow moat and 26% none; the average is 62 out of 100.

## FalcoScan AI Moat Methodology

Permanent link: https://falcoscan.com/moats#method

### Moat score (products)

`moat score = 0.30 × switching cost + 0.25 × stickiness + 0.25 × differentiation + 0.20 × (100 − wrapper risk)`

| Input | Weight | Scale | Feeds the measure | What it captures |
| --- | --- | --- | --- | --- |
| Switching cost | 30% | 0 to 100 | Switching costs | How much time, data and retraining a customer would lose by leaving. |
| Stickiness | 25% | 1 to 5, rescaled to 0 to 100 | Habit and retention | How often and how deeply the product is used. |
| Differentiation | 25% | 1 to 5, rescaled to 0 to 100 | Hard to copy | How different the product is from its rivals. |
| Wrapper risk | 20% | 0 to 100, counted inverted | Wrapper exposure | How likely the product is a thin layer over a public model. |

### Bands

- **Wide moat**: a moat score of 75 or more out of 100.
- **Narrow moat**: 55 to 74.
- **No moat**: below 55.

A market's moat rating is the average moat score of its rated products, on the same bands. Every live AI product is rated; 681 carry scores estimated from their market's peers until the FalcoScan model scores them. Not rated: 257 products that shut down or were acquired, and 308 AI directories (not AI products).

### The seven measures (markets)

| Measure | Kind | What it captures | Product input |
| --- | --- | --- | --- |
| Switching costs | Moat source | How much time, data and retraining a customer would lose by moving to a rival. | switching cost |
| Habit and retention | Moat source | How deeply the product sits in a daily routine or workflow. | stickiness |
| Hard to copy | Moat source | Differentiation from rivals, and how few products are thin layers over a public model. | differentiation, with the share of non-wrappers |
| Regulatory barrier | Moat source | Compliance work (health, finance, legal, privacy rules) a new entrant must clear first. | Market measure only |
| Ecosystem | Moat source | Share of products with a public API and with ten or more integrations. | Market measure only |
| Wrapper exposure | Threat (higher is worse) | Share of products whose core could be rebuilt on a public model in days. | wrapper risk |
| Platform dependency | Threat (higher is worse) | How much products rely on another company’s platform (a social network, a store, a search engine) to work. | Market measure only |

Each market's sources and threats are on a 0 to 100 scale and rated against the other AI markets (strong, moderate or weak; high, some or low).

## Every market

| Rank | Market | Rating | Average moat | Main moat | Switching costs | Habit and retention | Hard to copy | Regulatory barrier | Ecosystem | Wrapper exposure | Platform dependency | Saturation | Products rated | Page |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | Security | Wide moat | 79 | Regulatory barrier | 64 (strong) | 93 (strong) | 88 (strong) | 85 (strong) | 58 (moderate) | 0 (low) | 36 (some) | 33 | 348 | https://falcoscan.com/moats/security |
| 2 | Healthcare | Wide moat | 78 | Regulatory barrier | 73 (strong) | 76 (strong) | 88 (strong) | 100 (strong) | 42 (weak) | 0 (low) | 35 (some) | 11 | 248 | https://falcoscan.com/moats/healthcare |
| 3 | Data | Wide moat | 76 | Switching costs | 69 (strong) | 78 (strong) | 86 (strong) | 48 (moderate) | 61 (moderate) | 2 (low) | 36 (some) | 33 | 391 | https://falcoscan.com/moats/data |
| 4 | Finance | Wide moat | 76 | Regulatory barrier | 67 (strong) | 81 (strong) | 85 (strong) | 100 (strong) | 55 (moderate) | 1 (low) | 32 (low) | 35 | 379 | https://falcoscan.com/moats/finance |
| 5 | Legal | Narrow moat | 71 | Regulatory barrier | 55 (moderate) | 75 (strong) | 86 (strong) | 100 (strong) | 40 (weak) | 0 (low) | 26 (low) | 11 | 124 | https://falcoscan.com/moats/legal |
| 6 | AI Models | Narrow moat | 68 | Hard to copy | 43 (moderate) | 69 (moderate) | 89 (strong) | 10 (weak) | 57 (moderate) | 1 (low) | 19 (low) | 30 | 445 | https://falcoscan.com/moats/ai-models |
| 7 | Human Resources | Narrow moat | 68 | Switching costs | 66 (strong) | 72 (moderate) | 77 (moderate) | 50 (moderate) | 64 (moderate) | 0 (low) | 34 (low) | 19 | 129 | https://falcoscan.com/moats/human-resources |
| 8 | Sales | Narrow moat | 68 | Switching costs | 73 (strong) | 71 (moderate) | 64 (weak) | 45 (moderate) | 72 (strong) | 28 (some) | 51 (high) | 45 | 276 | https://falcoscan.com/moats/sales |
| 9 | Automation | Narrow moat | 67 | Switching costs | 64 (strong) | 72 (moderate) | 76 (moderate) | 4 (weak) | 30 (weak) | 0 (low) | 48 (some) | 23 | 359 | https://falcoscan.com/moats/automation |
| 10 | Ecommerce | Narrow moat | 67 | Habit and retention | 59 (moderate) | 74 (moderate) | 74 (moderate) | 4 (weak) | 60 (moderate) | 11 (some) | 61 (high) | 36 | 293 | https://falcoscan.com/moats/ecommerce |
| 11 | Support | Narrow moat | 66 | Switching costs | 68 (strong) | 77 (strong) | 59 (weak) | 45 (moderate) | 72 (strong) | 40 (high) | 52 (high) | 40 | 229 | https://falcoscan.com/moats/support |
| 12 | Real Estate | Narrow moat | 65 | Hard to copy | 47 (moderate) | 69 (moderate) | 83 (strong) | 50 (moderate) | 48 (moderate) | 0 (low) | 41 (some) | 13 | 101 | https://falcoscan.com/moats/real-estate |
| 13 | Agents | Narrow moat | 63 | Hard to copy | 42 (moderate) | 71 (moderate) | 77 (moderate) | 0 (weak) | 57 (moderate) | 18 (some) | 32 (low) | 31 | 410 | https://falcoscan.com/moats/agents |
| 14 | Voice | Narrow moat | 62 | Hard to copy | 36 (weak) | 68 (moderate) | 82 (strong) | 1 (weak) | 44 (weak) | 5 (low) | 26 (low) | 41 | 288 | https://falcoscan.com/moats/voice |
| 15 | Gaming | Narrow moat | 61 | Hard to copy | 30 (weak) | 69 (moderate) | 85 (strong) | 1 (weak) | 53 (moderate) | 0 (low) | 26 (low) | 13 | 74 | https://falcoscan.com/moats/gaming |
| 16 | Marketing | Narrow moat | 61 | Ecosystem | 47 (moderate) | 76 (strong) | 66 (moderate) | 0 (weak) | 69 (strong) | 23 (some) | 52 (high) | 49 | 280 | https://falcoscan.com/moats/marketing |
| 17 | 3D & AR/VR | Narrow moat | 60 | Hard to copy | 32 (weak) | 66 (moderate) | 84 (strong) | 2 (weak) | 61 (moderate) | 0 (low) | 27 (low) | 13 | 75 | https://falcoscan.com/moats/3d-ar-vr |
| 18 | Coding | Narrow moat | 60 | Habit and retention | 40 (weak) | 70 (moderate) | 70 (moderate) | 1 (weak) | 58 (moderate) | 28 (some) | 43 (some) | 44 | 492 | https://falcoscan.com/moats/coding |
| 19 | Productivity | Narrow moat | 60 | Habit and retention | 48 (moderate) | 78 (strong) | 55 (weak) | 2 (weak) | 42 (weak) | 46 (high) | 50 (some) | 47 | 313 | https://falcoscan.com/moats/productivity |
| 20 | Design | Narrow moat | 56 | Hard to copy | 34 (weak) | 63 (weak) | 71 (moderate) | 0 (weak) | 31 (weak) | 17 (some) | 33 (low) | 41 | 336 | https://falcoscan.com/moats/design |
| 21 | Research | Narrow moat | 56 | Hard to copy | 27 (weak) | 68 (moderate) | 78 (moderate) | 3 (weak) | 32 (weak) | 1 (low) | 23 (low) | 14 | 142 | https://falcoscan.com/moats/research |
| 22 | Learning | No moat | 54 | Habit and retention | 27 (weak) | 72 (moderate) | 64 (weak) | 1 (weak) | 15 (weak) | 30 (high) | 40 (some) | 43 | 257 | https://falcoscan.com/moats/learning |
| 23 | Avatars | No moat | 52 | Hard to copy | 17 (weak) | 61 (weak) | 79 (moderate) | 0 (weak) | 40 (weak) | 0 (low) | 21 (low) | 15 | 73 | https://falcoscan.com/moats/avatars |
| 24 | Music | No moat | 51 | Hard to copy | 20 (weak) | 56 (weak) | 78 (moderate) | 1 (weak) | 24 (weak) | 2 (low) | 20 (low) | 19 | 60 | https://falcoscan.com/moats/music |
| 25 | Search & SEO | No moat | 51 | Hard to copy | 29 (weak) | 53 (weak) | 74 (moderate) | 1 (weak) | 39 (weak) | 1 (low) | 54 (high) | 24 | 88 | https://falcoscan.com/moats/search-seo |
| 26 | Video | No moat | 51 | Hard to copy | 22 (weak) | 57 (weak) | 73 (moderate) | 0 (weak) | 29 (weak) | 12 (some) | 25 (low) | 43 | 285 | https://falcoscan.com/moats/video |
| 27 | Image | No moat | 48 | Hard to copy | 16 (weak) | 52 (weak) | 74 (moderate) | 0 (weak) | 33 (weak) | 11 (some) | 22 (low) | 53 | 395 | https://falcoscan.com/moats/image |
| 28 | Social | No moat | 44 | Ecosystem | 26 (weak) | 57 (weak) | 48 (weak) | 0 (weak) | 47 (moderate) | 46 (high) | 65 (high) | 56 | 245 | https://falcoscan.com/moats/social |
| 29 | Writing | No moat | 37 | None | 14 (weak) | 55 (weak) | 39 (weak) | 0 (weak) | 19 (weak) | 65 (high) | 47 (some) | 65 | 321 | https://falcoscan.com/moats/writing |

## The widest moat in each market

Bands only; exact product scores are on FalcoScan paid plans, the API and the MCP server.

| Market | Widest moat | Rating | Next two |
| --- | --- | --- | --- |
| Security | [Apiiro](https://falcoscan.com/tools/apiiro) | Wide moat | CrowdStrike Charlotte AI, Axonius Cyber |
| Healthcare | [Butterfly IQ AI Ultrasound](https://falcoscan.com/tools/butterfly-iq-ai) | Wide moat | DeepMind AlphaFold, iRhythm Zio AI |
| Data | [Cube Metrics Layer](https://falcoscan.com/tools/cube-metrics-layer) | Wide moat | dbt Semantic Layer, Glean Enterprise |
| Finance | [Ramp Finance AI](https://falcoscan.com/tools/ramp-finance-ai) | Wide moat | Baremetrics, Carta Equity AI |
| Legal | [Harvey Legal AI](https://falcoscan.com/tools/harvey-law) | Wide moat | Ontra Network Agreements, Sievert Legal Compliance |
| AI Models | [JAX](https://falcoscan.com/tools/jax) | Wide moat | Preferred Networks, Etched |
| Human Resources | [Rippling AI Workforce](https://falcoscan.com/tools/rippling-ai-platform) | Wide moat | Deel AI Global HR, Eightfold Talent AI |
| Sales | [Gong](https://falcoscan.com/tools/gong-io) | Wide moat | Saleo, Attention |
| Automation | [UBTECH Walker S](https://falcoscan.com/tools/ubtech-walker-s) | Wide moat | Climeworks, Verity |
| Ecommerce | [Northbeam Attribution](https://falcoscan.com/tools/northbeam-attribution) | Wide moat | Gorgias E-commerce, Mercado Libre AI |
| Support | [Sierra AI Conversations](https://falcoscan.com/tools/sierra-ai-conversations) | Wide moat | Gorgias, Mavenoid AI Tech |
| Real Estate | [Archistar Property AI](https://falcoscan.com/tools/archistar-planning) | Wide moat | Restb.ai Property AI, Virtual Staging AI |
| Agents | [Sierra](https://falcoscan.com/tools/sierra-ai) | Wide moat | E2B Cloud Sandbox, E2B Code Sandbox |
| Voice | [Suno Studio](https://falcoscan.com/tools/suno-studio) | Wide moat | Vapi Voice AI, Deepgram |
| Gaming | [Nvidia DLSS 4 AI](https://falcoscan.com/tools/nvidia-dlss4) | Wide moat | Charisma AI Narrative, Genvid Technologies AI |
| Marketing | [6sense](https://falcoscan.com/tools/sixsense) | Wide moat | Demandbase ABM AI, Rockerbox Attribution |
| 3D & AR/VR | [DJI](https://falcoscan.com/tools/dji) | Wide moat | Tobii, Cognixion XR Accessibility |
| Coding | [Stripe](https://falcoscan.com/tools/stripe) | Wide moat | Mendix, Inngest Workflows |
| Productivity | [DeepL](https://falcoscan.com/tools/deepl) | Wide moat | Glean, Google NotebookLM |
| Design | [Webflow Designer](https://falcoscan.com/tools/webflow-designer) | Wide moat | Rive, Relume Website |
| Research | [Lila Sciences](https://falcoscan.com/tools/lila-sciences) | Wide moat | NotCo, Open Alex Research API |
| Learning | [Readwise](https://falcoscan.com/tools/readwise) | Wide moat | Scrimba, Ello Reading |
| Avatars | [Inworld AI NPCs](https://falcoscan.com/tools/inworld-ai-npc) | Narrow moat | Convai AI Characters, Metahuman Animator UE5 |
| Music | [Udio AI Song Creator](https://falcoscan.com/tools/udio-ai-song) | Narrow moat | Suno AI Music Platform, Supertone AI Voice |
| Search & SEO | [Keyword Insights AI](https://falcoscan.com/tools/keyword-insights) | Narrow moat | ContentKing Real-time SEO, Keyword Insights Cluster |
| Video | [Descript Full](https://falcoscan.com/tools/descript-full-new) | Wide moat | Veo 2, Descript |
| Image | [Adobe Firefly 4 Pro](https://falcoscan.com/tools/adobe-firefly-4-pro) | Wide moat | Runway, Civitai Marketplace |
| Social | [Traackr Influencer AI](https://falcoscan.com/tools/traackr-influencer-ai) | Narrow moat | Brandwatch Consumer AI, TikTok Creator Studio |
| Writing | [Acrolinx](https://falcoscan.com/tools/acrolinx) | Narrow moat | Roam Research, Wordsmith by Automated Insights |

## Compare two markets

Any two markets side by side: https://falcoscan.com/moats/compare/{market}-vs-{market}, with the two market slugs in alphabetical order. For example https://falcoscan.com/moats/compare/security-vs-writing.

## Data and citation

- CSV of every market: https://falcoscan.com/moats/data.csv
- Methodology: https://falcoscan.com/methodology#moats
- Cite the page: FalcoScan, “AI Moats: which AI markets are hard to copy”, data updated 9 October 2026. https://falcoscan.com/moats
- Cite the methodology: FalcoScan, “FalcoScan AI Moat Methodology”, data updated 9 October 2026. https://falcoscan.com/moats#method

```bibtex
@misc{falcoscan_moats_2026,
  author = {{FalcoScan}},
  title = {AI Moats: which AI markets are hard to copy},
  year = {2026},
  month = oct,
  howpublished = {\url{https://falcoscan.com/moats}},
  note = {Data updated 9 October 2026}
}
```