Head to head · Decision models · October 2026 research run
RightNow System Zero vs SPEV
RightNow System Zero scores 66.8 (B) on agent readiness against SPEV's 51.5 (D), and leads in every scored category. Both do decision models.
Best decision models for AI agents · All 220 decisions comparisons
Which one, for what
Best for Typed decisions with per-option probabilities over text, JSON, images, audio and PDFs, including on streaming state
Ahead on
- Reliability, 50 against 45
- Agent ergonomics, 86 against 76
- Security & auth, 70 against 33
- Payments & pricing, 40 against 30
- Maintenance & community, 68 against 49
- Transparency & trust, 70 against 59
Also in its favour
- Free to start without a card
Watch for
Standard context is 38,000 tokens. The 64k, 128k and 1M bands are held, and video is a preview
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 | RightNow System Zero | SPEV | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 45 | RightNow System Zero +5 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 83 | 81 | RightNow System Zero +2 |
| Agent ergonomics | 13%16.2 | 86 | 76 | RightNow System Zero +10 |
| Security & auth | 14%17.5 | 70 | 33 | RightNow System Zero +37 |
| Payments & pricing | 10%12.5 | 40 | 30 | RightNow System Zero +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 68 | 49 | RightNow System Zero +19 |
| Transparency & trust | 7%8.8 | 70 | 59 | RightNow System Zero +11 |
| Negative events | ≤15 | 0 | -2 | |
| Total | B 66.8/100 | D 51.5/100 |
Facts side by side
| Fact | RightNow System Zero | SPEV |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | RightNow AI, Inc. | Sprag |
| Hosted endpoint | https://api.rightnowai.co/v1/system-zero/decide | https://api.sprag.ai/v1/decisions |
| Transports | HTTP, websocket | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary hosted model under RightNow AI terms of use; the SDKs are Apache-2.0 | 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 | 2026-10-27 | 2026-10-14 |
| Terms last updated | no date given | 2026-09-01 |
| Privacy policy last updated | no date given | 2026-08-01 |
| Customer content may train models | yes | yes, with an opt-out |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | not found in the text | 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
RightNow System Zero
A well-documented decision API with an OpenAPI file, idempotent retries, a detailed error catalogue, streaming over WebSocket and published per-unit prices with USD 5 of starting credit. Standard context is 38,000 tokens; the 64k, 128k and 1M bands are held and video is a preview. The latency and benchmark figures are RightNow's own, and several of its pages disagree.
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
RightNow System Zero
- Send audio only as inline 16,000 Hz WAV. The FLAC, MP3, OGG and MP4 audio named on the blog are refused with media_unsupported.
- Keep state under 38,000 tokens. Long-context requests return 404 long_context_not_available, which never succeeds on retry.
- Reuse the same Idempotency-Key and body on retries, and stop when error.retryable or x-should-retry is false.
- Check every entry in answers even on HTTP 200, since one question can be refused while the others are answered.
- Treat probabilities as uncalibrated while calibrated is false, and pin system-zero-2.0.0 when answers must not move with the alias.
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, RightNow System Zero or SPEV?
RightNow System Zero scores 66.8 (B) on agent readiness against SPEV's 51.5 (D), and leads in every scored category.
Do RightNow System Zero and SPEV need an API key?
Both need an API key.
Can an agent call RightNow System Zero and SPEV without installing anything?
Yes. RightNow System Zero has a hosted endpoint at https://api.rightnowai.co/v1/system-zero/decide and SPEV at https://api.sprag.ai/v1/decisions.
Other comparisons with RightNow System Zero or SPEV
- Celeris-1 Decision vs RightNow System Zero
- Celeris-1 Decision vs SPEV
- Clef vs RightNow System Zero
- Clef vs SPEV
- Laya vs RightNow System Zero
- Laya vs SPEV
- Decider vs RightNow System Zero
- Decider vs SPEV
- Decision 3.0 vs RightNow System Zero
- Decision 3.0 vs SPEV
- GLiClass vs RightNow System Zero
- GLiClass vs SPEV
- Granite Switch 4.1 vs RightNow System Zero
- Granite Switch 4.1 vs SPEV
- Kev vs RightNow System Zero
- Kev vs SPEV
- Liquid d1 vs RightNow System Zero
- Liquid d1 vs SPEV
- Microsoft-Decision-1 vs RightNow System Zero
- Microsoft-Decision-1 vs SPEV
- Drex 1.5 vs RightNow System Zero
- Drex 1.5 vs SPEV
- OpenAI Decisions API vs RightNow System Zero
- OpenAI Decisions API vs SPEV
- pplx-decider-flash vs RightNow System Zero
- pplx-decider-flash vs SPEV
- pplx-decider vs RightNow System Zero
- pplx-decider vs SPEV
- RightNow System Zero vs ScaleDown
- RightNow System Zero vs kettei
- RightNow System Zero vs Strands Decider 2B
- RightNow System Zero vs Jev
- RightNow System Zero vs Vela 2.0
- ScaleDown vs SPEV
- SPEV vs kettei
- SPEV vs Strands Decider 2B
- SPEV vs Jev
- SPEV vs Vela 2.0
Machine-readable
- This page as Markdown
/compare/rightnow-system-zero-vs-sprag-spev.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/rightnow-system-zero.json·/api/v1/tools/sprag-spev.json - From a terminal
anchor compare rightnow-system-zero sprag-spev(the CLI) - Over MCP
compare_tools {"a": "rightnow-system-zero", "b": "sprag-spev"}at/mcp, no key