Head to head · Decision models · October 2026 research run
Drex 1.5 vs SPEV
Drex 1.5 scores 69.5 (B) on agent readiness against SPEV's 51.1 (D), and leads in every scored category. Both do decision models.
Best decision models for AI agents · All 136 decisions comparisons
Which one, for what
Drex 1.5 B
Best for Routing, triage and yes or no gates inside an agent, where the caller supplies the options and acts on the probabilities. Suited to hosted use at a low per-token price, or to open weights where the licence fits.
Ahead on
- Reliability, 80 against 45
- Schema & documentation, 88 against 81
- Agent ergonomics, 85 against 76
- Security & auth, 65 against 33
- Payments & pricing, 40 against 30
- Maintenance & community, 65 against 49
- Transparency & trust, 61 against 54
Watch for
The rank 1 claim comes from Nace's own run on Decision Index 0.3.1, and Drex is not on the public board for 0.3 or 0.2.1.
SPEV D
Best for Typed decisions over raw audio, such as end-of-turn detection, call triage and flagging, plus text and single images, hosted or self-hosted.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
Published on 14 October 2026, with no service record, no status page and no API changelog
Score by category
| Category | Weight this run | Drex 1.5 | SPEV | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 80 | 45 | Drex 1.5 +35 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 88 | 81 | Drex 1.5 +7 |
| Agent ergonomics | 13%16.2 | 85 | 76 | Drex 1.5 +9 |
| Security & auth | 14%17.5 | 65 | 33 | Drex 1.5 +32 |
| Payments & pricing | 10%12.5 | 40 | 30 | Drex 1.5 +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 65 | 49 | Drex 1.5 +16 |
| Transparency & trust | 7%8.8 | 61 | 54 | Drex 1.5 +7 |
| Negative events | ≤15 | -2 | -2 | |
| Total | B 69.5/100 | D 51.1/100 |
Facts side by side
| Fact | Drex 1.5 | SPEV |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Nace AI, Inc. (Nace.AI) | Sprag |
| Hosted endpoint | https://console.nace.ai/v1/systemone | https://api.sprag.ai/v1/decisions |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Hosted API under the Nace AI Terms of Service, last updated 5 May 2026. Weights under the Nace AI Open RAIL-M licence (modified, version 1.0, October 2026), which is not an open-source licence. Businesses above $1 million in revenue or funding need a separate commercial licence, and competing products are excluded. The bundled code/kev package, derived from Jared Palmer's Kev (https://github.com/jaredpalmer/kev), and the GitHub repository are Apache-2.0, and the agent skill is MIT. | Apache-2.0 (weights and inference code, following the Qwen3-Omni base). Training code and data aren't published |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-28 | 2026-10-14 |
| Terms last updated | 2026-10-09 | 2026-09-01 |
| Privacy policy last updated | 2026-10-09 | 2026-08-01 |
| Customer content may train models | yes, with an opt-out | yes, with an opt-out |
| 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 | yes | not found in the text |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 318 npm/wk, 156 PyPI/wk | none |
Verdicts
Drex 1.5
The hosted endpoint has a public OpenAPI document, published limits and pinned model versions, at $0.05 per million input tokens with no output charge. The #1 under 10B claim rests on Nace's own run, since Drex is absent from both public boards. Weights carry Open RAIL-M, which requires a commercial licence above $1 million in revenue or funding.
SPEV
SPEV answers typed questions over text, audio or an image in one call, with a public OpenAPI schema and Apache-2.0 weights on Hugging Face. It is a day old, has an 8,192-token context, no status page or changelog, and Sprag's terms let it train on API content unless the customer opts out by email.
Before you call either
Drex 1.5
- Call https://console.nace.ai/v1/systemone with Authorization: Bearer nace_sk_..., and pin model drex-v1.5 rather than drex-latest in production.
- Stop on 402 insufficient_credit or 402 payment_required until credit is topped up or the unpaid invoice is paid.
- Retry 429 and 529 after retry-after-ms. On a 422 for an unknown model, use one of the ids the error message lists.
- Keep state below 131,072 tokens and the body below 1,048,576 bytes, and send at most 512 questions per request.
- Keep the key on a server. A key in browser code is exposed, and the /v1 routes send no Access-Control-Allow-Origin header.
- Check usage.input_tokens and the usage CSV after retries, since /v1/systemone documents no idempotency key.
SPEV
- Send
model: "spev"toPOST https://api.sprag.ai/v1/decisionswith a bearer key./v1/systemonereturns 410 - Ask every question about one piece of evidence in one request. Answers come back in question order
- Send audio as base64 in
input_audiowithformat, not as a data URL, and at most one image across all messages - Keep evidence and questions under 8,192 tokens. Over the limit returns 400
model_limit_exceeded - Back off on 429 and 503 for
Retry-Afterseconds. Limits are 60 requests a minute per organisation by default - Handle an answer of type
refusal, which carries no probabilities
Questions
Which is better for AI agents, Drex 1.5 or SPEV?
Drex 1.5 scores 69.5 (B) on agent readiness against SPEV's 51.1 (D), and leads in every scored category.
Do Drex 1.5 and SPEV need an API key?
Both need an API key.
Can an agent call Drex 1.5 and SPEV without installing anything?
Yes. Drex 1.5 has a hosted endpoint at https://console.nace.ai/v1/systemone and SPEV at https://api.sprag.ai/v1/decisions.
Other comparisons with Drex 1.5 or SPEV
- Celeris-1 Decision vs Drex 1.5
- Celeris-1 Decision vs SPEV
- Clef vs Drex 1.5
- Clef vs SPEV
- Laya vs Drex 1.5
- Laya vs SPEV
- Decider vs Drex 1.5
- Decider vs SPEV
- Decision 3.0 vs Drex 1.5
- Decision 3.0 vs SPEV
- GLiClass vs Drex 1.5
- GLiClass vs SPEV
- Kev vs Drex 1.5
- Kev vs SPEV
- Liquid d1 vs Drex 1.5
- Liquid d1 vs SPEV
- Microsoft-Decision-1 vs Drex 1.5
- Microsoft-Decision-1 vs SPEV
- Drex 1.5 vs OpenAI Decisions API
- Drex 1.5 vs pplx-decider
- Drex 1.5 vs ScaleDown
- Drex 1.5 vs Strands Decider 2B
- Drex 1.5 vs Jev
- Drex 1.5 vs Vela 2.0
- OpenAI Decisions API vs SPEV
- pplx-decider vs SPEV
- ScaleDown vs SPEV
- SPEV vs Strands Decider 2B
- SPEV vs Jev
- SPEV vs Vela 2.0
Machine-readable
- This page as Markdown
/compare/nace-drex-vs-sprag-spev.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/nace-drex.json·/api/v1/tools/sprag-spev.json - From a terminal
anchor compare nace-drex sprag-spev(the CLI) - Over MCP
compare_tools {"a": "nace-drex", "b": "sprag-spev"}at/mcp, no key