Which is cheaper, Inkling-Small or LongCat-Flash-Lite?
As of August 20, 2026, LongCat-Flash-Lite is 67% cheaper on blended LLM API pricing. LongCat-Flash-Lite costs $0.10 per million input tokens and $0.40 per million output tokens ($0.50 blended 1M-in + 1M-out). Inkling-Small costs $0.30 / $1.20 per million tokens ($1.50 blended). Sources: https://thinkingmachines.ai and https://anotherwrapper.com/tools/llm-pricing. The cheapest LLM for your app still depends on how many output tokens you generate.
How much does Inkling-Small vs LongCat-Flash-Lite cost per million tokens?
Inkling-Small Thinking Machines Lab API pricing is $0.30 input and $1.20 output per million tokens via Thinking Machines Lab. LongCat-Flash-Lite Meituan API pricing is $0.10 input and $0.40 output per million tokens via Meituan. Use those four numbers, not ChatGPT Plus or Claude Pro subscription prices, when you are comparing APIs.
Which is better for coding, Inkling-Small or LongCat-Flash-Lite?
Inkling-Small leads on SWE-bench Verified: Inkling-Small at 80.2% vs LongCat-Flash-Lite at 54.4%. SWE-bench measures real GitHub fixes; LiveCodeBench measures contest programming.
What is the context window for Inkling-Small vs LongCat-Flash-Lite?
Inkling-Small supports a 256K token context window, while LongCat-Flash-Lite supports 256K tokens. Both models have the same context window size. Filling a larger window bills more input tokens, so the cheaper-per-million model can still cost more on long documents.
Which model performs better on benchmarks, Inkling-Small or LongCat-Flash-Lite?
Inkling-Small leads on 4 of 4 shared benchmarks versus LongCat-Flash-Lite's 0 wins. Check the comparison table for GPQA Diamond, SWE-bench, MMLU, HLE, and the other evals we track. Token price and benchmark score together are the usual LLM comparison, not either number alone.
Is Inkling-Small or LongCat-Flash-Lite better for production use?
Both Inkling-Small and LongCat-Flash-Lite are production API models. For cost-sensitive production traffic, LongCat-Flash-Lite has better economics on the blended 1M-in + 1M-out scale. For maximum capability, weight the benchmark table for your domain. Many production stacks route cheap models for drafts and a frontier model for the hard turn, which is usually cheaper than sending everything to the expensive API.
Can I switch between Inkling-Small and LongCat-Flash-Lite in my app?
Yes. Call Inkling-Small through Thinking Machines Lab and LongCat-Flash-Lite through Meituan with separate API keys, or through a gateway that already wraps both. Keep prompts in tokens, not characters, when you estimate the invoice. AnotherWrapper templates can swap providers without rewriting auth and billing.
How accurate is this Inkling-Small vs LongCat-Flash-Lite pricing data?
List rates are the latest published Thinking Machines Lab API pricing and Meituan API pricing, quoted per million tokens. Official rate sheets: https://thinkingmachines.ai and https://anotherwrapper.com/tools/llm-pricing. Prompt caching, batch APIs, and committed-use discounts can change the invoice. Benchmark scores are from official publications and independent evals, updated as new numbers land.
What is the output token limit for Inkling-Small and LongCat-Flash-Lite?
Inkling-Small supports up to 256K output tokens per request, while LongCat-Flash-Lite supports up to 128K output tokens. Output tokens are usually the expensive half of API pricing, so a higher max output cap is a capability, not a discount.
Which model has better throughput, Inkling-Small or LongCat-Flash-Lite?
LongCat-Flash-Lite has a measured throughput of approximately 500 tokens/second. Throughput data for Inkling-Small is not yet available. Throughput (tokens per second) and time-to-first-token are why two models with the same per-million-token price can still feel different in chat and agents.
How do I switch the models in this Inkling-Small vs LongCat-Flash-Lite comparison?
Use the model pickers at the top of this LLM comparison. Search any model in the index and the URL updates. Open Inkling-Small or LongCat-Flash-Lite from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.
