For Octop, Tencent Cloud's self-hosted multi-user assistant, the best API for a household or small team that chats with it every day is a cost-optimized OpenAI-compatible provider: in Model Management → Custom Providers → New Provider, set Type to OpenAI Compatible, Base URL to https://api.stdcmpt.com/v1, add your key and the model standardcompute, and Standard Compute's router sends each step to the cheapest model that can do it (Claude Fable 5.1 or GPT-6 Astra only when it counts), on a plan from $19 a month with a $20 compute budget. Octop's presets (DeepSeek, Zhipu, Kimi, OpenAI, Anthropic, Tencent Cloud plans and more) bill per provider, and Ollama runs local models for free. Octop itself is free and MIT-licensed.
| Option | Price | What you get |
|---|---|---|
| DeepSeek API | Pay-as-you-go | DeepSeek's own models billed per token with a DeepSeek platform key, the default route in DeepSeek Harness, Codewhale and Reasonix. Usually the cheapest route if DeepSeek models are all you use; check the current per-token and cache-hit prices. Source: api-docs.deepseek.com |
| Standard Compute (us) | From $19/mo | Smart routing sends each request to the cheapest model that can do it, or pin any model by its exact ID. Standard Compute starts at $19/month with a $20 monthly compute budget. Requests stop when that budget is exhausted until renewal or a plan change; there are no automatic overage charges. Requests are not slowed as the budget is used. It is a fixed bill with a finite allowance. |
| Anthropic API | Pay-as-you-go | Direct API access for supported Claude models. Token use, model choice, service limits and spending controls determine the cost and available throughput. Source: claude.com |
| Local model (Ollama / vLLM) | Hardware + electricity | No hosted per-token bill, but hardware, context capacity, throughput and maintenance still limit what you can run. Test task quality on your own hardware. Source: docs.ollama.com |
Prices and allowances can change. Octop's custom-provider fields, Auto mode and stream-usage default come from its dashboard source (the New Provider dialog and its English strings) and its user guide, read on October 15, 2026. Octop user guide: model providers · Octop CLI reference · Octop repo. Spot an error? Tell us.
Run Test Connection and save, then choose Set as preferred on standardcompute in the model pool. Model Management sits in the admin part of the sidebar. Leave live token usage off for the provider unless you want it: Octop starts custom providers with it off.
Record your own results with the workload CSV and report template. These are blank templates, not published benchmark results.
Disclosure: this guide is maintained by Standard Compute, one of the options above. Choose based on task quality, supported features and total cost for your workload. Light usage may cost less on a usage-based API; sustained workloads need enough allowance on any subscription.