# Glimpse vs SWE-2 Flash (slim)

> Glimpse scores 48.8 (D) to SWE-2 Flash's 36.4 (F) for llm inference. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/elorian-glimpse-vs-swe-2-flash.md (~5,800 tokens) · this version ~2,830 tokens · JSON https://www.anchorterminal.com/compare/elorian-glimpse-vs-swe-2-flash.json · canonical https://www.anchorterminal.com/compare/elorian-glimpse-vs-swe-2-flash
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-11-04
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)

Glimpse scores 48.8 (D) on agent readiness against SWE-2 Flash's 36.4 (F), and leads in 4 of 7 scored categories. SWE-2 Flash leads on reliability and transparency & trust. Both do llm inference.

- Glimpse: D 48.8, rank #984 of 1350 · https://www.anchorterminal.com/tools/elorian-glimpse.min.md
- SWE-2 Flash: F 36.4, rank #1243 of 1350 · https://www.anchorterminal.com/tools/swe-2-flash.min.md
- Glimpse, good 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 29; Agent ergonomics, 66 against 10; Payments & pricing, 25 against 20. Also A hosted endpoint, with nothing to install.
- SWE-2 Flash, good for People already using Devin Desktop or Devin CLI who want a cheaper, faster model for routine coding work such as automations, reviews and small changes, while it is free in November 2026. Ahead on Reliability, 50 against 38; Transparency & trust, 64 against 38.

| Category | Glimpse | SWE-2 Flash |
| --- | --- | --- |
| Reliability (16%) | 38 | 50 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 60 | 29 |
| Agent ergonomics (13%) | 66 | 10 |
| Security & auth (14%) | 56 | 53 |
| Payments & pricing (10%) | 25 | 20 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 51 | 53 |
| Transparency & trust (7%) | 38 | 64 |

| Fact (where they differ) | Glimpse | SWE-2 Flash |
| --- | --- | --- |
| Vendor | Elorian | Cognition AI, Inc. |
| Hosted endpoint | `https://openrouter.ai/api/v1` | no (local only) |
| Transports | HTTP |  |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| Licence | Closed model and service under the Elorian AI, Inc. terms of service (California law). Weights not released. | Proprietary model, used through Devin Desktop and Devin CLI under Cognition's Platform Terms of Service. The weights are not public; Cognition says it is building a programme to share them with industry partners and researchers |
| llms.txt | no | yes |
| Last release | 2026-10-16 | 2026-11-04 |
| Terms last updated | couldn't be read | 2026-06-30 |
| Privacy policy last updated | 2026-10-12 | 2026-03-09 |
| Terms restrict automated access | couldn't be read | not found in the text |
| Terms restrict benchmarking | couldn't be read | yes |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | yes |
| Agent reviews | 2.5/5 (4) | none |

Why the edge:
- Agent ergonomics, Glimpse +56: Glimpse 66 (Model reading of the checklist (tool use, structured output, caching, context, batch, SDKs, errors). Function tools with `tool_choice` none, auto or required, but not a named function, and the multimodal tools and subagents the launch post describes are not exposed (`native_tools` is empty) (12 of 20). `response_format` and `structured_outputs` are listed, with enforcement depending on Together's deployment and no Elorian documentation (10 of 15). Implicit prompt caching at $0.06 per million cached input tokens, a tenth of the input price, with OpenRouter's sticky routing (12 of 15). 262,144-token context with up to 256,000 output tokens (12 of 15). No batch endpoint for this model, since its only endpoint has no `:batch` variant (0 of 10). OpenRouter's SDKs in TypeScript, Python and Go, and any OpenAI client works (10 of 10). OpenRouter's documented error codes with `limit_source` and remedy hints, nothing specific to video or image limits (10 of 15). 66.); SWE-2 Flash 10 (Model reading (tool use, structured output, caching, context, batch, SDKs). Tool use is Devin's harness, not something a caller configures; no context length, output limit or cache price is published for SWE-2 Flash (5 of 25). No documented output-size or reasoning controls for this model; SWE-2's effort levels aren't stated for Flash (0 of 20). No model-level error documentation (0 of 20). No idempotency or retry guidance (0 of 20). One flag or picker selects it and `devin -p` runs a single turn and prints to stdout, but there is no SDK or direct endpoint (5 of 15). 5 + 0 + 0 + 0 + 5 = 10.)
- Schema & documentation, Glimpse +31: Glimpse 60 (Model reading. Elorian publishes no API reference, model card or llms.txt in public. Its console docs need a sign-in. The contract an agent has is OpenRouter's generic OpenAPI-documented chat endpoint plus the model API's list of supported parameters, which is not specific to Glimpse (20 of 25). OpenRouter's llms.txt and Markdown docs, including video input (10). The launch post and OpenRouter's description name the jobs (visual search, video captioning, dense counting, robotics planning) and the post states limits (token cost, no action outputs yet), but nothing says when not to use it or how video is sampled (6 of 20). Typed parameters on OpenRouter, with `tool_choice` limited to none, auto and required, and no documented reasoning effort levels for this model (10 of 15). OpenRouter's examples and error reference, with no Glimpse-specific examples or limits on video length or image count (7 of 15). OpenRouter's dated changelog and a dated canonical slug, `glimpse-20261016`, but no changelog from Elorian (7 of 15). 60.); SWE-2 Flash 29 (Model reading. No model API, so no OpenAPI entry; the Devin v3 OpenAPI file lists SWE-2 agents only, and no model card was found (0). docs.devin.ai serves llms.txt and Markdown copies of every page (10). The launch post says what it is for (automations, code review, feature development, documentation) and the CLI docs say when to pick a SWE model, but the models pages don't list SWE-2 Flash yet (6 of 20). No documented model ID, reasoning settings, context or output limits to type (0 of 15). The CLI pages show `--model` and `/model` examples, with no model-specific errors (3 of 15). Named, dated model versions on Cognition's blog and public release notes, but no release note for SWE-2 Flash yet; the newest is 2 November (10 of 15). 0 + 10 + 6 + 0 + 3 + 10 = 29.)
- Transparency & trust, SWE-2 Flash +26: Glimpse 38 (Closed model under clear terms (California law, arbitration with an opt-out, liability caps), with weights not released and the open-weight base model unnamed (13 of 30). The privacy policy and terms agree that Elorian trains on submitted content, but disagree on who may opt out (anyone by privacy@elorian.ai in the policy, paid users by contact@elorian.ai in the terms), say only that 'different terms may apply' to API use, and give no retention periods. The published privacy and acceptable use pages carry a leftover drafting comment from a terms outline, and the acceptable use page is titled Privacy Policy (10 of 30). No deprecation policy or dated notices, and the terms allow discontinuation without notice (0 of 20). Services hosted in the United States and subprocessors named by category only. On this route, OpenRouter names Together as the provider and shows its data policy (8 of 20). 31.); SWE-2 Flash 64 (Editorial half. Closed model under Cognition's platform terms; the weights aren't public and the sharing programme isn't described yet (15). Terms, privacy policy, security page and DPA agree, with training on self-serve data by default and no retention periods, as read for the devin listing (18). The API versioning policy covers API endpoints, not models, and no model deprecation notice was found (5 of 20). Sub-processors listed with purpose and country, per the devin listing's 8 October check (18). 15 + 18 + 5 + 18 = 56.)
- Reliability, SWE-2 Flash +12: Glimpse 38 (Hosted lines, read on the OpenRouter route. OpenRouter has a status page at status.openrouter.ai, which covers the platform rather than this model, and Elorian has none found (10 of 20). The endpoint is a day old. OpenRouter's model API reports 98.7 per cent uptime over the last day and 100 per cent over the last 30 minutes on 17 October 2026, which is not a 90-day record (5). OpenRouter's limits page documents credit, budget and rate limits and a key endpoint that reports what's left, but sets no request cap on paid models, and no limit for Glimpse or the Together deployment was found (8 of 15). The errors page documents Retry-After on 429 and 503 and on 402 in-flight budget errors, and says the official SDKs honour it (15). No SLA from Elorian or for this endpoint (0). Elorian labels Glimpse a research preview (0). 38.); SWE-2 Flash 50 (Model reading, for the surface it runs on, Devin Desktop and Devin CLI. Status page at www.devinstatus.com (Atlassian Statuspage) with Desktop Agent and Desktop Tab components besides the cloud ones, read on 4 November 2026 (20). The history feed for the 90 days from 6 August lists 'Devin unavailable' for 20 minutes on 13 August with no component named, read as across the board and a major as on the devin listing; Devin Cloud unavailable on 13 August and the web app down on 24 September name cloud surfaces this model doesn't use; the rest are degraded-performance incidents (new sessions on 3 September, 'multiple services' on 17 September, Ask Devin on 26 October, automation triggers on 4 November) and session queuing on 10 and 11 August, read as minor and a scheduled Devin Desktop extension marketplace upgrade on 7 August, read as maintenance. One major (10). No rate limit figures for the model or the CLI; usage is a daily and weekly quota with no numbers (0). No 429, backoff or retry guidance for this surface (0). Cognition publishes an SLA (25 February 2026) with uptime and response times that applies when included in an order form, read as a contractual SLA on Enterprise, as on other listings (10). The launch post makes it available today with no preview or beta label (10). 20 + 10 + 0 + 0 + 10 + 10 = 50.)
- Payments & pricing, Glimpse +5: Glimpse 25 (No machine payment protocol on OpenRouter or from Elorian (0). Per-token prices published without a login on OpenRouter and in Elorian's launch post (20). Glimpse has no free variant on OpenRouter. Elorian's post says it can be tried free on Elorian's platform, which needs a sign-in, and whether a card is needed was not established (5 of 20). A person signs up in a browser on either route, and OpenRouter's programmatic keys come only after that (0). 25.); SWE-2 Flash 20 (Published rubric. No payment protocol (0). Plan prices are public, but no per-token price for SWE-2 Flash is on a readable page; the docs' cost table loads in the browser and the post gives only 'one-fifth the price' of SWE-2 (10). Free through 30 November 2026 on Devin Desktop and CLI, but the docs say Free tier users only have SWE-1.6, so whether the Free plan reaches it, and without a card, isn't confirmed; the in-between value used on the devin listing (10). A person signs in through a browser (0). 0 + 10 + 10 + 0 = 20.)