Cognitivecomputations vs Reflection

Cognitivecomputations lists 2 models and Reflection 1. Cognitivecomputations is cheaper on a typical model ($0.38 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

CognitivecomputationsReflection
Models listed21
Models with published pricing21
Typical price (median, 3:1 blend per 1M)$0.38$1.50
Cheapest paid modelVenice: Uncensored ($0.38)Reflection: Beam 1.0 501B A23B ($1.50)
Longest contextVenice: Uncensored (128K)Reflection: Beam 1.0 501B A23B (1.0M)
Free models10
Newest modelVenice: Uncensored (2025-07-09)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)CognitivecomputationsReflection
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$33.00 with Venice: Uncensored$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 Venice: Uncensored$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
$21.40 with Venice: Uncensored$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
$10.90 with Venice: Uncensored$53.00 with Reflection: Beam 1.0 501B A23B

Cheapest model for each capability

You needCognitivecomputationsReflection
Any modelVenice: Uncensored ($0.38)Reflection: Beam 1.0 501B A23B ($1.50)
With tool callingnone listedReflection: Beam 1.0 501B A23B ($1.50)
With image inputnone listednone listed
With reasoning modenone listedReflection: Beam 1.0 501B A23B ($1.50)
128K+ contextVenice: Uncensored ($0.38)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 typeCognitivecomputationsReflection
text->text21
Price per 1M (3:1 blend)CognitivecomputationsReflection
Free10
Under $0.5010
$0.50 – $301
$3 – $1000
$10 and up00

Frequently asked questions

How does Cognitivecomputations cost compare with Reflection cost?

Cognitivecomputations is cheaper on a typical model: a median of $0.38 per 1M tokens (3:1 input/output) against $1.50 for Reflection. The cheapest paid models are Venice: Uncensored at $0.38 and Reflection: Beam 1.0 501B A23B at $1.50.

Is Cognitivecomputations better than Reflection?

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

Cognitivecomputations: Cognitivecomputations lists 2 models and Reflection lists 1.

Which provider has the longest context window?

Reflection: Cognitivecomputations's longest is Venice: Uncensored at 128K tokens; Reflection's is Reflection: Beam 1.0 501B A23B at 1.0M.

Do Cognitivecomputations or Reflection offer free models?

Cognitivecomputations: 1 free model (e.g. Venice: Uncensored (free)). Reflection: none.

Which provider has models that can read images?

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

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