# Celeris-1 Decision vs GLiClass (slim)

> GLiClass and Celeris-1 Decision score within a point of each other on agent readiness, 49.9 (D) and 49.3 (D). Celeris-1 Decision leads on schema & documentation, agent ergonomics and security & auth. Both do inference decision. Celeris-1 Decision is cheaper for inference…

- Full: https://www.anchorterminal.com/compare/celeris-1-decision-vs-gliclass.md (~2,450 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/celeris-1-decision-vs-gliclass.json · canonical https://www.anchorterminal.com/compare/celeris-1-decision-vs-gliclass
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

GLiClass and Celeris-1 Decision score within a point of each other on agent readiness, 49.9 (D) and 49.3 (D). Celeris-1 Decision leads on schema & documentation, agent ergonomics and security & auth. Both do inference decision. Celeris-1 Decision is cheaper for inference decision, $0 against $0 per 1M tokens.

- Celeris-1 Decision: D 49.3, rank #708 of 842 · https://www.anchorterminal.com/tools/celeris-1-decision.min.md
- GLiClass: D 49.9, rank #697 of 842 · https://www.anchorterminal.com/tools/gliclass.min.md
- Celeris-1 Decision, good for Multimodal classification, routing and bounded decisions with probabilities and optional explanations Ahead on Schema & documentation, 60 against 49; Agent ergonomics, 80 against 60; Security & auth, 45 against 38. Also Cheaper for inference decision, $0 against $0 per 1M tokens; A hosted endpoint, with nothing to install.
- GLiClass, good for Topic, intent and sentiment routing over a known label set on the owner's own CPU or GPU, where many labels must be scored at once. Ahead on Payments & pricing, 60 against 20; Transparency & trust, 64 against 53. Also No key needed to call it; Open source.

| Category | Celeris-1 Decision | GLiClass |
| --- | --- | --- |
| Reliability (16%) | 40 | 43 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 60 | 49 |
| Agent ergonomics (13%) | 80 | 60 |
| Security & auth (14%) | 45 | 38 |
| Payments & pricing (10%) | 20 | 60 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 40 | 44 |
| Transparency & trust (7%) | 53 | 64 |

| Fact (where they differ) | Celeris-1 Decision | GLiClass |
| --- | --- | --- |
| Vendor | Celeris (Marqo Inc) | Knowledgator |
| Hosted endpoint | `https://inference.celeris.ai/celeris-1-decision/v1/systemone` | no (local only) |
| Auth | API key | None |
| Pricing | Pay per use | Free |
| Licence | Proprietary hosted model under Celeris terms of service | Apache-2.0 (library and the model weights we checked) |
| llms.txt | yes | no |
| Last release | 2026-10-08 | 2026-07-21 |
| Terms last updated | 2026-09-08 | no document linked |
| Privacy policy last updated | 2026-07-23 | no document linked |
| Customer content may train models | not found in the text |  |
| Terms restrict automated access | not found in the text |  |
| Terms restrict benchmarking | yes |  |
| Terms or service can change without notice | not found in the text |  |
| Arbitration or class-action waiver | not found in the text |  |
| Popularity | none | 555 stars, 13k PyPI/wk |