Prism Ml vs Scaledown

Prism Ml lists 1 models and Scaledown 2. Scaledown is cheaper on a typical model ($0.03 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

Prism MlScaledown
Models listed12
Models with published pricing12
Typical price (median, 3:1 blend per 1M)$0.18$0.03
Cheapest paid modelPrismML: Ternary Bonsai 2 27B ($0.18)ScaleDown: Extract ($0.03)
Longest contextPrismML: Ternary Bonsai 2 27B (262K)ScaleDown: Extract (1M)
Free models00
Newest modelPrismML: Ternary Bonsai 2 27B (2026-09-18)ScaleDown: Extract (2026-10-13)
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)Prism MlScaledown
Customer-support chatbot
50,000 conversations — each a 6-turn conversation
$15.63 with PrismML: Ternary Bonsai 2 27B$3.00 with ScaleDown: Extract
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages
$14.00 with PrismML: Ternary Bonsai 2 27B$4.80 with ScaleDown: Extract
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context
$15.00 with PrismML: Ternary Bonsai 2 27Bno suitable model
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page
$9.00 with PrismML: Ternary Bonsai 2 27B$3.20 with ScaleDown: Extract
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass
$4.25 with PrismML: Ternary Bonsai 2 27B$2.00 with ScaleDown: Extract

Cheapest model for each capability

You needPrism MlScaledown
Any modelPrismML: Ternary Bonsai 2 27B ($0.18)ScaleDown: Extract ($0.03)
With tool callingPrismML: Ternary Bonsai 2 27B ($0.18)none listed
With image inputPrismML: Ternary Bonsai 2 27B ($0.18)ScaleDown: Extract ($0.03)
With reasoning modePrismML: Ternary Bonsai 2 27B ($0.18)none listed
128K+ contextPrismML: Ternary Bonsai 2 27B ($0.18)ScaleDown: Extract ($0.03)
1M+ contextnone listedScaleDown: Extract ($0.03)

Line-up by type and price tier

Model typePrism MlScaledown
text+image+file->text02
text+image->text10
Price per 1M (3:1 blend)Prism MlScaledown
Free00
Under $0.5012
$0.50 – $300
$3 – $1000
$10 and up00

Frequently asked questions

How does Prism Ml cost compare with Scaledown cost?

Scaledown is cheaper on a typical model: a median of $0.03 per 1M tokens (3:1 input/output) against $0.18 for Prism Ml. The cheapest paid models are PrismML: Ternary Bonsai 2 27B at $0.18 and ScaleDown: Extract at $0.03.

Is Prism Ml better than Scaledown?

It depends on the job: Scaledown offers the broader line-up (1 models vs 2), Scaledown the lower typical price, Scaledown the longest context (1M tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.

Which has more models, Prism Ml or Scaledown?

Scaledown: Prism Ml lists 1 models and Scaledown lists 2.

Which provider has the longest context window?

Scaledown: Prism Ml's longest is PrismML: Ternary Bonsai 2 27B at 262K tokens; Scaledown's is ScaleDown: Extract at 1M.

Do Prism Ml or Scaledown offer free models?

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

Which provider has models that can read images?

Prism Ml: 1 of 1 models accept images. Scaledown: 2 of 2.

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