Perceptron vs Reflection

Perceptron lists 2 models and Reflection 1. Perceptron is cheaper on a typical model ($0.49 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

PerceptronReflection
Models listed21
Models with published pricing21
Typical price (median, 3:1 blend per 1M)$0.49$1.50
Cheapest paid modelPerceptron: Perceptron Mk1 ($0.49)Reflection: Beam 1.0 501B A23B ($1.50)
Longest contextPerceptron: Perceptron Mk1.5 (37K)Reflection: Beam 1.0 501B A23B (1.0M)
Free models00
Newest modelPerceptron: Perceptron Mk1.5 (2026-09-25)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)PerceptronReflection
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$41.25 with Perceptron: Perceptron Mk1$135 with Reflection: Beam 1.0 501B A23B
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages
$33.00 with Perceptron: Perceptron Mk1$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
no suitable model$156 with Reflection: Beam 1.0 501B A23B
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page
$21.00 with Perceptron: Perceptron Mk1$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
no suitable model$53.00 with Reflection: Beam 1.0 501B A23B

Cheapest model for each capability

You needPerceptronReflection
Any modelPerceptron: Perceptron Mk1 ($0.49)Reflection: Beam 1.0 501B A23B ($1.50)
With tool callingPerceptron: Perceptron Mk1.5 ($0.49)Reflection: Beam 1.0 501B A23B ($1.50)
With image inputPerceptron: Perceptron Mk1 ($0.49)none listed
With reasoning modePerceptron: Perceptron Mk1 ($0.49)Reflection: Beam 1.0 501B A23B ($1.50)
128K+ contextnone listedReflection: 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 typePerceptronReflection
text+image+audio+video->text10
text+image+video->text10
text->text01
Price per 1M (3:1 blend)PerceptronReflection
Free00
Under $0.5020
$0.50 – $301
$3 – $1000
$10 and up00

Frequently asked questions

How does Perceptron cost compare with Reflection cost?

Perceptron is cheaper on a typical model: a median of $0.49 per 1M tokens (3:1 input/output) against $1.50 for Reflection. The cheapest paid models are Perceptron: Perceptron Mk1 at $0.49 and Reflection: Beam 1.0 501B A23B at $1.50.

Is Perceptron better than Reflection?

It depends on the job: Perceptron offers the broader line-up (2 models vs 1), Perceptron 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, Perceptron or Reflection?

Perceptron: Perceptron lists 2 models and Reflection lists 1.

Which provider has the longest context window?

Reflection: Perceptron's longest is Perceptron: Perceptron Mk1.5 at 37K tokens; Reflection's is Reflection: Beam 1.0 501B A23B at 1.0M.

Do Perceptron or Reflection offer free models?

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

Which provider has models that can read images?

Perceptron: 2 of 2 models accept images. Reflection: 0 of 1.

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