Head to head · LLM inference · October 2026 research run
Antseed vs Beam 1.0
Antseed scores 55.1 (C) on agent readiness against Beam 1.0's 53.4 (D), and leads in 3 of 7 scored categories. Beam 1.0 leads on schema & documentation, agent ergonomics and transparency & trust. 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 40
- Payments & pricing, 70 against 20
- Maintenance & community, 79 against 50
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
Beam 1.0 D
Best for An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.
Ahead on
- Schema & documentation, 84 against 55
- Agent ergonomics, 67 against 56
- Transparency & trust, 68 against 59
Also in its favour
- A hosted endpoint, with nothing to install
- No incidents deducted, where Antseed loses 4 points for them
Watch for
The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers
Score by category
| Category | Weight this run | Antseed | Beam 1.0 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 62 | 40 | Antseed +22 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 55 | 84 | Beam 1.0 +29 |
| Agent ergonomics | 13%16.2 | 56 | 67 | Beam 1.0 +11 |
| Security & auth | 14%17.5 | 45 | 46 | Beam 1.0 +1 |
| Payments & pricing | 10%12.5 | 70 | 20 | Antseed +50 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 79 | 50 | Antseed +29 |
| Transparency & trust | 7%8.8 | 59 | 68 | Beam 1.0 +9 |
| Negative events | ≤15 | -4 | 0 | |
| Total | C 55.1/100 | D 53.4/100 |
Facts side by side
| Fact | Antseed | Beam 1.0 |
|---|---|---|
| Kind | Model router | Model API |
| Vendor | Antseed Foundation | Reflection |
| Hosted endpoint | no (local only) | https://api.reflection.ai/openai/v1 |
| Transports | HTTP | HTTP |
| Auth | None | API key |
| Pricing | Pay per use | Free |
| x402 | no | no |
| Licence | GPL-3.0 (LICENSE in the repository). The @antseed/cli manifest on npm carries no licence field | Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| 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.
Beam 1.0
The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 2026.
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
Beam 1.0
- Send
reasoning_effortlowormediumfor short tasks. The default ismax, andnoneorminimalreturn400 unsupported_value - Return every assistant message with its
reasoning_contentunchanged. If a turn comes back without it, start a new conversation, since later requests fail withmissing_required_parameter - Don't rely on
stoporseed. Both are accepted and ignored, so truncate output in your own code - Honour
x-should-retry: falseon a 429. It means a daily limit is spent andRetry-Aftercounts to 00:00 UTC - Set
max_completion_tokensyourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens
Questions
Which is better for AI agents, Antseed or Beam 1.0?
Antseed scores 55.1 (C) on agent readiness against Beam 1.0's 53.4 (D), and leads in 3 of 7 scored categories. Beam 1.0 leads on schema & documentation, agent ergonomics and transparency & trust.
Do Antseed and Beam 1.0 need an API key?
Antseed needs no key. Beam 1.0 needs an API key.
Can an agent call Antseed and Beam 1.0 without installing anything?
No hosted endpoint is listed for Antseed. Beam 1.0 has a hosted endpoint at https://api.reflection.ai/openai/v1.
Are Antseed and Beam 1.0 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 Beam 1.0.
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Machine-readable
- This page as Markdown
/compare/antseed-vs-reflection-beam.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/antseed.json·/api/v1/tools/reflection-beam.json - From a terminal
anchor compare antseed reflection-beam(the CLI) - Over MCP
compare_tools {"a": "antseed", "b": "reflection-beam"}at/mcp, no key