Anthropic vs Z.AI (Zhipu GLM) for Frontier general chat & reasoning (Oct 2026)
Depot Pick for this job: Anthropic. Z.AI (Zhipu GLM) is the provider with the cheapest sourced SKU in this job's unit. Both have a sourced price in usd_per_million_input_tokens, so this comparison is like for like on price. Prices are each provider's lowest sourced SKU in that unit only (no blending across units, input/output or context tiers), not quality-adjusted.
Scores as of 2026-10-19 / 2026-09-14 (8 / 43 days; stale after 30). Prices carry their own dates.
| Anthropic (Depot Pick) | Z.AI (Zhipu GLM) | |
|---|---|---|
| Job-weighted overall | 8.41 | 7.38 |
| Capability fit | 9.7 | 8.2 |
| Price / performance | 6.8 | 9 |
| Latency / reliability | 8.7 | 7.6 |
| Developer & agent DX | 9.2 | 8 |
| Privacy / data retention | 9 | 6 |
| Lock-in risk (higher = worse) | 6.5 | 4.6 |
| Maturity / track record | 9.4 | 8 |
| Lowest sourced SKU (usd_per_million_input_tokens) | $0.1 (Haiku 5.5 (prompts up to 100K tokens)) source · as of 2026-10-27 · re-checked 2026-10-27 | $0.04 (GLM-4.6V-FlashX) source · as of 2026-10-03 · re-checked 2026-10-27 |
| Free option for this job | none listed | none listed |
| Score kind / confidence | curated_estimate / high | curated_estimate / high |
When not to use Anthropic
Need best multimodal media APIs in one vendor (OpenAI/Google), or procurement forces Bedrock/Azure/Vertex.
Lock-in
Stored lock-in risk (0–10, higher = more lock-in): Anthropic 6.5, Z.AI (Zhipu GLM) 4.6.
Agents: GET /api/compare?providers=anthropic,zai&jtbd=frontier-chat · full job page · methodology