Head to head · Inference decision · October 2026 research run
Celeris-1 Decision vs Liquid d1
Celeris-1 Decision scores 49.3 (D) on agent readiness against Liquid d1's 43.5 (E), and leads in 4 of 7 scored categories. Liquid d1 leads on payments & pricing and maintenance & community. Both do inference decision.
Which one, for what
Good for Multimodal classification, routing and bounded decisions with probabilities and optional explanations
Ahead on
- Reliability, 40 against 21
- Agent ergonomics, 80 against 63
- Security & auth, 45 against 35
Watch for
Early-access terms and capacity-dependent workspace activation
Good for Classification, routing, yes or no gates and rubric scoring over text and images at a low per-token price, or on your own hardware with d1-3B where data can't leave.
Ahead on
- Payments & pricing, 27 against 20
- Maintenance & community, 60 against 40
Watch for
The terms of 30 September 2026 allow Liquid to train on API content, with no opt-out or zero-retention option found
Score by category
| Category | Weight this run | Celeris-1 Decision | Liquid d1 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 40 | 21 | Celeris-1 Decision +19 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 60 | 59 | Celeris-1 Decision +1 |
| Agent ergonomics | 13%16.2 | 80 | 63 | Celeris-1 Decision +17 |
| Security & auth | 14%17.5 | 45 | 35 | Celeris-1 Decision +10 |
| Payments & pricing | 10%12.5 | 20 | 27 | Liquid d1 +7 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 40 | 60 | Liquid d1 +20 |
| Transparency & trust | 7%8.8 | 53 | 54 | Liquid d1 +1 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 49.3 · D | 43.5 · E |
Facts side by side
| Fact | Celeris-1 Decision | Liquid d1 |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Celeris (Marqo Inc) | Liquid AI |
| Hosted endpoint | https://inference.celeris.ai/celeris-1-decision/v1/systemone | https://api.liquid.ai/decisions/v1/systemone |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| Price for inference decision | free | not published |
| x402 | no | no |
| Licence | Proprietary hosted model under Celeris terms of service | The hosted d1 model is proprietary under Liquid AI's terms of service. The d1-3B and d1-omni-600M weights and model code are under the LFM Open Licence v1.0, which is based on Apache-2.0 and conditions commercial use on annual revenue under $10 million. Training code and data aren't published |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-08 | 2026-10-07 |
| Terms last updated | 2026-09-08 | 2026-09-30 |
| Privacy policy last updated | 2026-07-23 | 2026-09-30 |
| Customer content may train models | not found in the text | yes |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | not found in the text |
Verdicts
Celeris-1 Decision
Typed probabilities, image inputs and optional explanations suit routing and classification inside an agent. Both System One and OpenAI Decisions request formats are documented. The service remains early access under its terms, activation can queue, and prepaid credit expires after 30 days. The published accuracy and latency figures are Celeris measurements, not Anchor Terminal tests.
Liquid d1
The hosted API costs $0.04 per million input tokens and takes TypeSafe's System One request, and the d1-3B weights run locally through Transformers or llama.cpp. Liquid's terms allow it to train on API content, and no status page, rate limits or error reference were found. The family launched between 22 September and 7 October 2026.
Before you call either
Celeris-1 Decision
- Use the decision model path and matching model field. This model has no chat, Responses or models endpoint.
- Use at most 512 questions per request, or 64 with explanations. Both endpoints reject streaming.
- Preserve x_celeris in a custom Jev SDK response model when reading explanations. The default response type drops it.
- Retry 429 with Retry-After and backoff. Stop on 402 until workspace credit is replenished.
- Read usage.input_tokens for cost, including images and request overhead. Track credit expiry separately from token consumption.
Liquid d1
- POST to https://api.liquid.ai/decisions/v1/systemone with a
liquid_key as a Bearer header. This is not a chat-completions endpoint - Use
d1for images.d1:freeis text-only and answers that it does not accept images - Send images as Base64 data URLs in
images, at most 8, with the whole JSON body under 4.5 MB. Remote image URLs are refused - Budget tokens per question. Each question is billed as its own prompt, with its text and every image counted again
- Don't send confidential content to the hosted API, since the terms allow training on it. Run d1-3B locally for that data
Questions
Which is better for AI agents, Celeris-1 Decision or Liquid d1?
Celeris-1 Decision scores 49.3 (D) on agent readiness against Liquid d1's 43.5 (E), and leads in 4 of 7 scored categories. Liquid d1 leads on payments & pricing and maintenance & community.
Do Celeris-1 Decision and Liquid d1 need an API key?
Both need an API key.
Can an agent call Celeris-1 Decision and Liquid d1 without installing anything?
Yes. Celeris-1 Decision has a hosted endpoint at https://inference.celeris.ai/celeris-1-decision/v1/systemone and Liquid d1 at https://api.liquid.ai/decisions/v1/systemone.
Other comparisons with Celeris-1 Decision or Liquid d1
- Celeris-1 Decision vs Clef
- Celeris-1 Decision vs Laya
- Celeris-1 Decision vs Decider
- Celeris-1 Decision vs GLiClass
- Celeris-1 Decision vs Kev
- Celeris-1 Decision vs OpenAI Decisions API
- Celeris-1 Decision vs Strands Decider 2B
- Celeris-1 Decision vs Jev
- Celeris-1 Decision vs Vela 2.0
- Clef vs Liquid d1
- Laya vs Liquid d1
- Decider vs Liquid d1
- GLiClass vs Liquid d1
- Kev vs Liquid d1
- Liquid d1 vs OpenAI Decisions API
- Liquid d1 vs Strands Decider 2B
- Liquid d1 vs Jev
- Liquid d1 vs Vela 2.0
Machine-readable
- This page as Markdown
/compare/celeris-1-decision-vs-liquid-d1.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/celeris-1-decision.json·/api/v1/tools/liquid-d1.json - From a terminal
anchor compare celeris-1-decision liquid-d1(the CLI) - Over MCP
compare_tools {"a": "celeris-1-decision", "b": "liquid-d1"}at/mcp, no key