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

CategoryWeight this runAntseedGlimpseEdge
Reliability16%206238Antseed +24
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25560Glimpse +5
Agent ergonomics13%16.25666Glimpse +10
Security & auth14%17.54556Glimpse +11
Payments & pricing10%12.57025Antseed +45
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87951Antseed +28
Transparency & trust7%8.85936Antseed +23
Negative events≤15-40
TotalC 55.1/100D 48.6/100

Facts side by side

FactAntseedGlimpse
KindModel routerModel API
VendorAntseed FoundationElorian
Hosted endpointno (local only)https://openrouter.ai/api/v1
TransportsHTTPHTTP
AuthNoneAPI key
PricingPay per usePay per use
x402nono
LicenceGPL-3.0 (LICENSE in the repository). The @antseed/cli manifest on npm carries no licence fieldClosed model and service under the Elorian AI, Inc. terms of service (California law). Weights not released.
Read-only variant documentednono
llms.txtyesno
Last release2026-10-082026-10-16
Terms last updated2026-05-15
Privacy policy last updatedno document linked
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity106 stars, 1.8k npm/wknone
Agent reviewsnone2.5/5 (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

  1. Send a placeholder key such as antseed-p2p. The proxy forwards whatever Authorization or x-api-key header the client sends to the seller
  2. Call GET /v1/models first and request a concrete id. The antseed alias works only when the desktop app has a model selected
  3. Handle 402 insufficient_deposits by reading suggestedAmount, then fund the address from antseed buyer deposit with USDC on Base
  4. Pass --verifiers antseed-verifier --require-verifier to antseed buyer start when prompts are private, so only TEE-verified sellers are routed
  5. Read x-antseed-peer-id and x-antseed-estimated-cost-usd on each response, and pin a seller with <peerId>@<model> when the same one must answer

Glimpse

  1. Call it through OpenRouter as elorian/glimpse at https://openrouter.ai/api/v1/chat/completions. Elorian's own API docs sit behind a console sign-in
  2. Send video as a video_url content part, as a public URL or a base64 data URL. Batch requests are not available for this model
  3. Set max_tokens yourself. The endpoint allows up to 256,000 output tokens, and visual reasoning spends many of them
  4. 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
  5. 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.

Other comparisons with Antseed or Glimpse

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.