KAT-Coder-Air V2.5 vs Ling-2.6-flash: pricing comparison
Ling-2.6-flash is the cheaper option at $0.01/$0.03 per 1M input/output tokens — KAT-Coder-Air V2.5 ($0.15/$0.60) costs about 15x more per input token. Full spec-by-spec breakdown below.
| KAT-Coder-Air V2.5 | Ling-2.6-flash | |
|---|---|---|
| Input /1M tokens | $0.15 | $0.01 |
| Output /1M tokens | $0.60 | $0.03 |
| Cache read /1M | $0.03 | $0.00 |
| Context window | 256K | 262K |
| Provider | Kwaipilot | Inclusionai |
| Vision input | No | No |
| Released | Jul 2026 | Apr 2026 |
Real workload costs: KAT-Coder-Air V2.5 vs Ling-2.6-flash
Cost per single request at common token profiles — the cheapest model for each workload is highlighted.
| Workload | Tokens (in / out) | KAT-Coder-Air V2.5 | Ling-2.6-flash |
|---|---|---|---|
| Chatbot message | 500 / 300 | $0.0003 | <$0.0001 |
| RAG query with context | 4,000 / 500 | $0.0009 | <$0.0001 |
| Document summarization | 20,000 / 1,000 | $0.0036 | $0.0002 |
| Agent coding session | 100,000 / 5,000 | $0.02 | $0.0011 |
Frequently asked questions
Which is cheaper: KAT-Coder-Air V2.5 vs Ling-2.6-flash?
Ling-2.6-flash is the cheapest on input tokens at $0.01 per 1M, and Ling-2.6-flash is cheapest on output at $0.03 per 1M. KAT-Coder-Air V2.5 costs about 15x more per input token than Ling-2.6-flash.
How much does KAT-Coder-Air V2.5 cost per 1M tokens?
KAT-Coder-Air V2.5 costs $0.15 per 1M input tokens and $0.60 per 1M output tokens on the Kwaipilot API, with a 256K-token context window.
How much does Ling-2.6-flash cost per 1M tokens?
Ling-2.6-flash costs $0.01 per 1M input tokens and $0.03 per 1M output tokens on the Inclusionai API, with a 262K-token context window.
What does a typical request cost on KAT-Coder-Air V2.5 vs Ling-2.6-flash?
For a typical request with 2,000 input and 500 output tokens: KAT-Coder-Air V2.5 costs $0.0006, Ling-2.6-flash costs <$0.0001. At 1,000 requests/day for a month that is $18.00 for KAT-Coder-Air V2.5 vs $1.05 for Ling-2.6-flash.
Estimate your own workload with the per-model calculators (KAT-Coder-Air V2.5, Ling-2.6-flash), browse all current prices on the live model pricing dashboard, or run these models head-to-head on a real prompt (free account required). Prices may differ from provider list prices for batch or tiered usage.
Pricing data via the OpenRouter models API.