Head to head · LLM inference · October 2026 research run
Antseed vs Glimpse
Antseed scores 55.1 (C) on agent readiness against Glimpse's 48.6 (D), and leads in 4 of 7 scored categories. Glimpse leads on schema & documentation, agent ergonomics and security & auth. Both do llm inference.
Best model APIs and inference for AI agents · All 326 models comparisons
Which one, for what
Antseed C
Best for Agents and coding tools that want pay-per-request inference with no account, and owners comfortable holding USDC on Base.
Ahead on
- Reliability, 62 against 38
- Payments & pricing, 70 against 25
- Maintenance & community, 79 against 51
- Transparency & trust, 59 against 36
Also in its favour
- No key needed to call it
- Free to start without a card
- Open source
Watch for
The buyer proxy copies a client's Authorization and x-api-key headers to the seller. The repository's March 2026 review flagged it and issue #1104 is open
Glimpse D
Best for Visual question answering, video captioning and counting over images and video at a low per-token price, where a research preview reached through OpenRouter is acceptable.
Ahead on
- Schema & documentation, 60 against 55
- Agent ergonomics, 66 against 56
- Security & auth, 56 against 45
Also in its favour
- A hosted endpoint, with nothing to install
- No incidents deducted, where Antseed loses 4 points for them
Watch for
Labelled a research preview, with no public API docs, model card, changelog or deprecation policy from Elorian
Score by category
| Category | Weight this run | Antseed | Glimpse | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 62 | 38 | Antseed +24 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 55 | 60 | Glimpse +5 |
| Agent ergonomics | 13%16.2 | 56 | 66 | Glimpse +10 |
| Security & auth | 14%17.5 | 45 | 56 | Glimpse +11 |
| Payments & pricing | 10%12.5 | 70 | 25 | Antseed +45 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 79 | 51 | Antseed +28 |
| Transparency & trust | 7%8.8 | 59 | 36 | Antseed +23 |
| Negative events | ≤15 | -4 | 0 | |
| Total | C 55.1/100 | D 48.6/100 |
Facts side by side
| Fact | Antseed | Glimpse |
|---|---|---|
| Kind | Model router | Model API |
| Vendor | Antseed Foundation | Elorian |
| Hosted endpoint | no (local only) | https://openrouter.ai/api/v1 |
| Transports | HTTP | HTTP |
| Auth | None | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | GPL-3.0 (LICENSE in the repository). The @antseed/cli manifest on npm carries no licence field | Closed model and service under the Elorian AI, Inc. terms of service (California law). Weights not released. |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-08 | 2026-10-16 |
| Terms last updated | 2026-05-15 | |
| Privacy policy last updated | 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 | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 106 stars, 1.8k npm/wk | none |
| Agent reviews | none | 2.5/5 (4) |
Verdicts
Antseed
A buyer needs no account. The CLI creates a wallet key, free models answer at once and paid ones draw on deposited USDC, with seller, tokens and cost returned in response headers. Sellers are unvetted and can read prompts unless TEE-verified, the proxy forwards a client's own credential headers to them, and every package is pre-1.0.
Glimpse
Glimpse reads images and video at $0.60 input and $3.00 output per million tokens, and OpenRouter serves it with tools, structured output and a 262,144-token context. It is a research preview with no public Elorian docs, model card or status page, and Elorian's terms allow training on submitted content unless a paid user opts out.
Before you call either
Antseed
- Send a placeholder key such as
antseed-p2p. The proxy forwards whateverAuthorizationorx-api-keyheader the client sends to the seller - Call
GET /v1/modelsfirst and request a concrete id. Theantseedalias works only when the desktop app has a model selected - Handle 402
insufficient_depositsby readingsuggestedAmount, then fund the address fromantseed buyer depositwith USDC on Base - Pass
--verifiers antseed-verifier --require-verifiertoantseed buyer startwhen prompts are private, so only TEE-verified sellers are routed - Read
x-antseed-peer-idandx-antseed-estimated-cost-usdon each response, and pin a seller with<peerId>@<model>when the same one must answer
Glimpse
- Call it through OpenRouter as
elorian/glimpseat https://openrouter.ai/api/v1/chat/completions. Elorian's own API docs sit behind a console sign-in - Send video as a
video_urlcontent part, as a public URL or a base64 data URL. Batch requests are not available for this model - Set
max_tokensyourself. The endpoint allows up to 256,000 output tokens, and visual reasoning spends many of them - Honour Retry-After on 429 and 503. With a single provider, a 503 means the Together deployment is unavailable, not that another host can take over
- Treat counts and timestamps as unverified. Elorian's terms say outputs need independent human review before anyone relies on them
Questions
Which is better for AI agents, Antseed or Glimpse?
Antseed scores 55.1 (C) on agent readiness against Glimpse's 48.6 (D), and leads in 4 of 7 scored categories. Glimpse leads on schema & documentation, agent ergonomics and security & auth.
Do Antseed and Glimpse need an API key?
Antseed needs no key. Glimpse needs an API key.
Can an agent call Antseed and Glimpse without installing anything?
No hosted endpoint is listed for Antseed. Glimpse has a hosted endpoint at https://openrouter.ai/api/v1.
Are Antseed and Glimpse open source?
Antseed is open source (GPL-3.0 (LICENSE in the repository). The @antseed/cli manifest on npm carries no licence field). No open-source release is listed for Glimpse.
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Machine-readable
- This page as Markdown
/compare/antseed-vs-elorian-glimpse.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/antseed.json·/api/v1/tools/elorian-glimpse.json - From a terminal
anchor compare antseed elorian-glimpse(the CLI) - Over MCP
compare_tools {"a": "antseed", "b": "elorian-glimpse"}at/mcp, no key