Kwaipilot vs Reflection

Kwaipilot lists 4 models and Reflection 1. Kwaipilot is cheaper on a typical model ($0.44 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

KwaipilotReflection
Models listed41
Models with published pricing41
Typical price (median, 3:1 blend per 1M)$0.44$1.50
Cheapest paid modelKwaipilot: KAT-Coder-Air V2.5 ($0.26)Reflection: Beam 1.0 501B A23B ($1.50)
Longest contextKwaipilot: KAT-Coder-Pro V2 (262K)Reflection: Beam 1.0 501B A23B (1.0M)
Free models00
Newest modelKwaipilot: KAT-Coder-Air V2.5 (2026-07-10)Reflection: Beam 1.0 501B A23B (2026-10-16)
Price changes in the last 90 days00

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)KwaipilotReflection
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$23.25 with Kwaipilot: KAT-Coder-Air V2.5$135 with Reflection: Beam 1.0 501B A23B
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages
$24.00 with Kwaipilot: KAT-Coder-Air V2.5$150 with Reflection: Beam 1.0 501B A23B
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context
$25.20 with Kwaipilot: KAT-Coder-Air V2.5$156 with Reflection: Beam 1.0 501B A23B
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page
$15.60 with Kwaipilot: KAT-Coder-Air V2.5$98.00 with Reflection: Beam 1.0 501B A23B
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass
$8.10 with Kwaipilot: KAT-Coder-Air V2.5$53.00 with Reflection: Beam 1.0 501B A23B

Cheapest model for each capability

You needKwaipilotReflection
Any modelKwaipilot: KAT-Coder-Air V2.5 ($0.26)Reflection: Beam 1.0 501B A23B ($1.50)
With tool callingKwaipilot: KAT-Coder-Air V2.5 ($0.26)Reflection: Beam 1.0 501B A23B ($1.50)
With image inputnone listednone listed
With reasoning modenone listedReflection: Beam 1.0 501B A23B ($1.50)
128K+ contextKwaipilot: KAT-Coder-Air V2.5 ($0.26)Reflection: Beam 1.0 501B A23B ($1.50)
1M+ contextnone listedReflection: Beam 1.0 501B A23B ($1.50)

Line-up by type and price tier

Model typeKwaipilotReflection
text->text41
Price per 1M (3:1 blend)KwaipilotReflection
Free00
Under $0.5020
$0.50 – $321
$3 – $1000
$10 and up00

Frequently asked questions

How does Kwaipilot cost compare with Reflection cost?

Kwaipilot is cheaper on a typical model: a median of $0.44 per 1M tokens (3:1 input/output) against $1.50 for Reflection. The cheapest paid models are Kwaipilot: KAT-Coder-Air V2.5 at $0.26 and Reflection: Beam 1.0 501B A23B at $1.50.

Is Kwaipilot better than Reflection?

It depends on the job: Kwaipilot offers the broader line-up (4 models vs 1), Kwaipilot the lower typical price, Reflection the longest context (1.0M tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.

Which has more models, Kwaipilot or Reflection?

Kwaipilot: Kwaipilot lists 4 models and Reflection lists 1.

Which provider has the longest context window?

Reflection: Kwaipilot's longest is Kwaipilot: KAT-Coder-Pro V2 at 262K tokens; Reflection's is Reflection: Beam 1.0 501B A23B at 1.0M.

Do Kwaipilot or Reflection offer free models?

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

Which provider has models that can read images?

Kwaipilot: 0 of 4 models accept images. Reflection: 0 of 1.

Browse more providers

Advertisement