Inference.net vs Kwaipilot

Inference.net lists 2 models and Kwaipilot 4. Inference.net is cheaper on a typical model ($0.08 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.

At a glance

Inference.netKwaipilot
Models listed24
Models with published pricing24
Typical price (median, 3:1 blend per 1M)$0.08$0.44
Cheapest paid modelInference.net: Schematron V2 Turbo ($0.06)Kwaipilot: KAT-Coder-Air V2.5 ($0.26)
Longest contextInference.net: Schematron V2 Small (128K)Kwaipilot: KAT-Coder-Pro V2 (262K)
Free models00
Newest modelInference.net: Schematron V2 Small (2026-09-12)Kwaipilot: KAT-Coder-Air V2.5 (2026-07-10)
Price changes in the last 90 days00
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What each costs for real workloads

For each workload: the cheapest model from each provider that can actually do it (fits the context window; tool calling required for the agent), and its monthly cost at list price.

Workload (per month)Inference.netKwaipilot
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$5.25 with Inference.net: Schematron V2 Turbo$23.25 with Kwaipilot: KAT-Coder-Air V2.5
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages
$5.10 with Inference.net: Schematron V2 Turbo$24.00 with Kwaipilot: KAT-Coder-Air V2.5
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context
no suitable model$25.20 with Kwaipilot: KAT-Coder-Air V2.5
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page
$3.30 with Inference.net: Schematron V2 Turbo$15.60 with Kwaipilot: KAT-Coder-Air V2.5
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass
$1.65 with Inference.net: Schematron V2 Turbo$8.10 with Kwaipilot: KAT-Coder-Air V2.5

Cheapest model for each capability

You needInference.netKwaipilot
Any modelInference.net: Schematron V2 Turbo ($0.06)Kwaipilot: KAT-Coder-Air V2.5 ($0.26)
With tool callingnone listedKwaipilot: KAT-Coder-Air V2.5 ($0.26)
With image inputnone listednone listed
With reasoning modenone listednone listed
128K+ contextInference.net: Schematron V2 Turbo ($0.06)Kwaipilot: KAT-Coder-Air V2.5 ($0.26)
1M+ contextnone listednone listed

Line-up by type and price tier

Model typeInference.netKwaipilot
text->text24
Price per 1M (3:1 blend)Inference.netKwaipilot
Free00
Under $0.5022
$0.50 – $302
$3 – $1000
$10 and up00

Frequently asked questions

How does Inference.net cost compare with Kwaipilot cost?

Inference.net is cheaper on a typical model: a median of $0.08 per 1M tokens (3:1 input/output) against $0.44 for Kwaipilot. The cheapest paid models are Inference.net: Schematron V2 Turbo at $0.06 and Kwaipilot: KAT-Coder-Air V2.5 at $0.26.

Is Inference.net better than Kwaipilot?

It depends on the job: Kwaipilot offers the broader line-up (2 models vs 4), Inference.net the lower typical price, Kwaipilot the longest context (262K tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.

Which has more models, Inference.net or Kwaipilot?

Kwaipilot: Inference.net lists 2 models and Kwaipilot lists 4.

Which provider has the longest context window?

Kwaipilot: Inference.net's longest is Inference.net: Schematron V2 Small at 128K tokens; Kwaipilot's is Kwaipilot: KAT-Coder-Pro V2 at 262K.

Do Inference.net or Kwaipilot offer free models?

Neither lists a free model; both are pay-per-token.

Which provider has models that can read images?

Inference.net: 0 of 2 models accept images. Kwaipilot: 0 of 4.

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