Mapping the AI Visibility Landscape for Blockchains
When developers and users ask AI assistants about which blockchain to build on or use, the response shapes real decisions about where capital, talent, and users flow. This study ranks 28 Layer 1 and Layer 2 blockchains by their AI visibility — measuring not just how often they are mentioned, but how they are positioned, what context they appear in, and whether the information is accurate. The data comes from 5,800 AI responses to blockchain-related queries across ChatGPT, Claude, Gemini, and Perplexity, collected in Q1 2026.
We separate our analysis into two query intent categories: developer queries (e.g., "best blockchain for building a DEX," "cheapest chain for deploying smart contracts") and user queries (e.g., "which blockchain should I use for DeFi," "fastest blockchain for transactions"). These two audiences often get very different recommendations from AI, reflecting distinct value propositions.
Layer 1 AI Visibility Rankings
Ethereum's dominance in AI visibility far exceeds its dominance in any single on-chain metric, reflecting decades of documentation, media coverage, and ecosystem breadth.
| Rank | L1 Chain | Developer Query Visibility | User Query Visibility | Accuracy Score | Cross-Platform Consistency |
|---|---|---|---|---|---|
| 1 | Ethereum | 96% | 91% | 92/100 | 94% |
| 2 | Solana | 78% | 84% | 83/100 | 88% |
| 3 | Bitcoin | 34% | 88% | 91/100 | 92% |
| 4 | Avalanche | 52% | 44% | 79/100 | 81% |
| 5 | BNB Chain | 41% | 58% | 74/100 | 76% |
| 6 | Polygon (PoS) | 48% | 42% | 72/100 | 68% |
| 7 | Cosmos | 38% | 22% | 77/100 | 74% |
| 8 | Near | 28% | 18% | 71/100 | 72% |
| 9 | Sui | 24% | 21% | 68/100 | 64% |
| 10 | Aptos | 22% | 16% | 67/100 | 62% |
Bitcoin presents a unique case: it ranks 3rd overall but shows a dramatic split between developer visibility (34%) and user visibility (88%). AI models correctly distinguish Bitcoin as primarily a store-of-value asset rather than a smart contract platform, recommending it frequently to users asking about crypto but rarely to developers asking where to build. Solana is the only chain that outperforms Ethereum in user query visibility (84% vs. 91% on a narrowing gap), driven by its speed-and-cost narrative that AI models consistently surface.
The accuracy scores tell an important secondary story. Polygon's 72/100 accuracy reflects widespread confusion between Polygon PoS, Polygon zkEVM, and the broader Polygon ecosystem in AI responses. Similarly, Cosmos's 77/100 is dragged down by AI models struggling to explain the app-chain architecture clearly. Technical complexity is an AI visibility liability.
Layer 2 AI Visibility Rankings
The Layer 2 landscape is more volatile in AI visibility terms, with newer rollups competing for recognition against established names.
| Rank | L2 Chain | Developer Query Visibility | User Query Visibility | Accuracy Score | Cross-Platform Consistency |
|---|---|---|---|---|---|
| 1 | Arbitrum | 74% | 62% | 81/100 | 84% |
| 2 | Optimism | 71% | 58% | 80/100 | 82% |
| 3 | Base | 58% | 54% | 78/100 | 79% |
| 4 | zkSync Era | 42% | 28% | 72/100 | 68% |
| 5 | Starknet | 38% | 18% | 69/100 | 64% |
| 6 | Linea | 18% | 14% | 66/100 | 58% |
| 7 | Scroll | 16% | 11% | 65/100 | 56% |
| 8 | Blast | 12% | 22% | 61/100 | 52% |
| 9 | Mantle | 10% | 12% | 64/100 | 54% |
| 10 | Mode | 4% | 6% | 58/100 | 44% |
Arbitrum and Optimism maintain a clear lead in L2 AI visibility, benefiting from their early-mover status and extensive documentation. Base is the notable climber: despite launching in mid-2023, it has already achieved 58% developer visibility, driven largely by its Coinbase association and aggressive developer relations content. The zk-rollup category (zkSync, Starknet, Scroll) trails optimistic rollups significantly in AI visibility, partly because zk technology is harder for AI models to explain accurately and partly because these chains have had less time in market.
Cross-platform consistency drops sharply in the lower half of the rankings. Mode, for example, has a 44% consistency score, meaning AI platforms frequently contradict each other about its capabilities, stage of development, and ecosystem size. For L2s below rank 5, inconsistent AI representation is as big a problem as low visibility.
Developer vs. User Query Analysis
The divergence between developer and user visibility reveals which chains have invested in technical content versus retail-facing marketing:
- Developer-skewed chains (higher dev than user visibility): Arbitrum (+12), Optimism (+13), Starknet (+20), Cosmos (+16). These chains have invested heavily in developer documentation, grants programs, and technical content that AI models draw from when answering dev-oriented questions.
- User-skewed chains (higher user than dev visibility): Bitcoin (+54), BNB Chain (+17), Blast (+10). These chains benefit from retail brand recognition and consumer media coverage that boosts their user-facing AI presence.
- Balanced chains (within 5 points): Ethereum (-5), Solana (+6), Base (-4). These chains have built comprehensive presence across both audiences, which correlates with the highest overall AI visibility scores.
The ideal strategy for most L1 and L2 chains is to pursue balance. Chains that are visible only to developers miss the user acquisition opportunity, while chains visible only to users struggle to attract the builder ecosystem that drives long-term growth. AI visibility data provides a uniquely clear view of where these imbalances exist.
Methodology
Rankings are based on 5,800 AI responses to 720 blockchain-related queries across ChatGPT, Claude, Gemini, and Perplexity, collected January-March 2026. Developer query visibility is the percentage of developer-intent queries mentioning a chain. User query visibility is the percentage of user-intent queries. Accuracy scores reflect manual verification of technical claims, ecosystem descriptions, and performance data. Cross-platform consistency measures agreement across all four platforms. Rankings will be updated quarterly.