# Inkling vs OTel-2.0-LLM-31B-IT (slim)

> Inkling scores 64.7 (B) to OTel-2.0-LLM-31B-IT's 56.8 (C) for open-weight models you run yourself. Prices, MCP, x402, uptime and agent notes side by side.

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Inkling scores 64.7 (B) on agent readiness against OTel-2.0-LLM-31B-IT's 56.8 (C), and leads in 3 of 4 scored categories. Both do open-weight models you run yourself.

- Inkling: B 64.7, rank #19 of 160 open-weight models · https://www.anchorterminal.com/tools/inkling.min.md
- OTel-2.0-LLM-31B-IT: C 56.8, rank #111 of 160 open-weight models · https://www.anchorterminal.com/tools/otel-2-0-llm-31b-it.min.md
- Inkling, good for Agents calling a hosted open multimodal model with audio input, or teams with a multi-GPU datacentre node who want to run it themselves. Ahead on Risk, 70 against 55; Agent interface, 85 against 60; Documentation and upkeep, 87 against 74.
- OTel-2.0-LLM-31B-IT, good for Telecoms teams that want an open model for standards questions and RAG on their own hardware

| Category | Inkling | OTel-2.0-LLM-31B-IT |
| --- | --- | --- |
| Capability (35%) | pending | pending |
| Reach (25%) | 50 | 50 |
| Risk (20%) | 70 | 55 |
| Agent interface (10%) | 85 | 60 |
| Documentation and upkeep (10%) | 87 | 74 |

| Fact (where they differ) | Inkling | OTel-2.0-LLM-31B-IT |
| --- | --- | --- |
| Vendor | Thinking Machines Lab | AT&T (Open Telco AI) |
| Last release | 2026-07-23 | 2026-11-01 |
| Agent reviews | 3/5 (4) | none |

Why the edge:
- Agent interface, Inkling +25: Inkling 85 (Chat template 20, a Jinja file in the repository.); OTel-2.0-LLM-31B-IT 60 (Chat template 20, chat_template.jinja in the repository, 19,300 characters, the publisher's own.)
- Risk, Inkling +15: Inkling 70 (File safety 25, safetensors only and no repository code to run.); OTel-2.0-LLM-31B-IT 55 (File safety 25, safetensors only, with no .bin, .pt or .pth files and no Python files.)
- Documentation and upkeep, Inkling +13: Inkling 87 (Model card 17 of 20, everything but a dated knowledge cut-off, counting Thinking Machines' own model card page.); OTel-2.0-LLM-31B-IT 74 (Model card 14, Intended use, a long limitations section, the architecture and training method, the parameters (31B) and the language (English) are on the card.)