Nvidia vs Reflection

Nvidia lists 22 models and Reflection 1. Nvidia is cheaper on a typical model ($0.18 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

NvidiaReflection
Models listed221
Models with published pricing221
Typical price (median, 3:1 blend per 1M)$0.18$1.50
Cheapest paid modelNVIDIA: Switchyard ($-1000000.0000)Reflection: Beam 1.0 501B A23B ($1.50)
Longest contextNVIDIA: Nemotron 3.5 Super VL (1.0M)Reflection: Beam 1.0 501B A23B (1.0M)
Free models90
Newest modelNVIDIA: Nemotron 3.5 Super VL (2026-10-15)Reflection: Beam 1.0 501B A23B (2026-10-16)
Price changes in the last 90 days350

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)NvidiaReflection
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$-95000000.0000 with NVIDIA: Switchyard$135 with Reflection: Beam 1.0 501B A23B
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages
$-130000000.0000 with NVIDIA: Switchyard$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
$6.72 with NVIDIA: Nemotron Nano 9B V2$156 with Reflection: Beam 1.0 501B A23B
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page
$-86000000.0000 with NVIDIA: Switchyard$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
$-51000000.0000 with NVIDIA: Switchyard$53.00 with Reflection: Beam 1.0 501B A23B

Cheapest model for each capability

You needNvidiaReflection
Any modelNVIDIA: Switchyard ($-1000000.0000)Reflection: Beam 1.0 501B A23B ($1.50)
With tool callingNVIDIA: Nemotron Nano 9B V2 ($0.07)Reflection: Beam 1.0 501B A23B ($1.50)
With image inputNVIDIA: Nemotron 3.5 Super VL ($0.18)none listed
With reasoning modeNVIDIA: Nemotron Nano 9B V2 ($0.07)Reflection: Beam 1.0 501B A23B ($1.50)
128K+ contextNVIDIA: Switchyard ($-1000000.0000)Reflection: Beam 1.0 501B A23B ($1.50)
1M+ contextNVIDIA: Switchyard ($-1000000.0000)Reflection: Beam 1.0 501B A23B ($1.50)

Line-up by type and price tier

Model typeNvidiaReflection
text+image+audio+video->text10
text+image+video->text40
text+image->text20
text->text151
Price per 1M (3:1 blend)NvidiaReflection
Free90
Under $0.5080
$0.50 – $341
$3 – $1000
$10 and up00

Frequently asked questions

How does Nvidia cost compare with Reflection cost?

Nvidia is cheaper on a typical model: a median of $0.18 per 1M tokens (3:1 input/output) against $1.50 for Reflection. The cheapest paid models are NVIDIA: Switchyard at $-1000000.0000 and Reflection: Beam 1.0 501B A23B at $1.50.

Is Nvidia better than Reflection?

It depends on the job: Nvidia offers the broader line-up (22 models vs 1), Nvidia the lower typical price. The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.

Which has more models, Nvidia or Reflection?

Nvidia: Nvidia lists 22 models and Reflection lists 1.

Which provider has the longest context window?

It is a tie: Nvidia's longest is NVIDIA: Nemotron 3.5 Super VL at 1.0M tokens; Reflection's is Reflection: Beam 1.0 501B A23B at 1.0M.

Do Nvidia or Reflection offer free models?

Nvidia: 9 free models (e.g. NVIDIA: Nemotron 3 Nano 30B A3B (free)). Reflection: none.

Which provider has models that can read images?

Nvidia: 7 of 22 models accept images. Reflection: 0 of 1.

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