Allenai lists 7 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.
| Allenai | Scaledown | |
|---|---|---|
| Models listed | 7 | 2 |
| Models with published pricing | 7 | 2 |
| Typical price (median, 3:1 blend per 1M) | $0.20 | $0.03 |
| Cheapest paid model | AllenAI: Olmo 2 32B Instruct ($0.09) | ScaleDown: Extract ($0.03) |
| Longest context | AllenAI: Olmo 2 32B Instruct (128K) | ScaleDown: Extract (1M) |
| Free models | 0 | 0 |
| Newest model | AllenAI: Molmo2 8B (2026-01-09) | ScaleDown: Extract (2026-10-13) |
| Price changes in the last 90 days | 0 | 0 |
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) | Allenai | Scaledown |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $7.75 with AllenAI: Olmo 2 32B Instruct | $3.00 with ScaleDown: Extract |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $8.00 with AllenAI: Olmo 2 32B Instruct | $4.80 with ScaleDown: Extract |
| Coding / tool-using agent 2,000 tasks — each a multi-step task with tool calls and file context | no suitable model | no suitable model |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $5.20 with AllenAI: Olmo 2 32B Instruct | $3.20 with ScaleDown: Extract |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass | $2.70 with AllenAI: Olmo 2 32B Instruct | $2.00 with ScaleDown: Extract |
| You need | Allenai | Scaledown |
|---|---|---|
| Any model | AllenAI: Olmo 2 32B Instruct ($0.09) | ScaleDown: Extract ($0.03) |
| With tool calling | AllenAI: Olmo 3.1 32B Instruct ($0.30) | none listed |
| With image input | AllenAI: Molmo2 8B ($0.20) | ScaleDown: Extract ($0.03) |
| With reasoning mode | AllenAI: Olmo 3 7B Think ($0.14) | none listed |
| 128K+ context | AllenAI: Olmo 2 32B Instruct ($0.09) | ScaleDown: Extract ($0.03) |
| 1M+ context | none listed | ScaleDown: Extract ($0.03) |
| Model type | Allenai | Scaledown |
|---|---|---|
| text+image+file->text | 0 | 2 |
| text+image+video->text | 1 | 0 |
| text->text | 6 | 0 |
| Price per 1M (3:1 blend) | Allenai | Scaledown |
|---|---|---|
| Free | 0 | 0 |
| Under $0.50 | 7 | 2 |
| $0.50 – $3 | 0 | 0 |
| $3 – $10 | 0 | 0 |
| $10 and up | 0 | 0 |
Scaledown is cheaper on a typical model: a median of $0.03 per 1M tokens (3:1 input/output) against $0.20 for Allenai. The cheapest paid models are AllenAI: Olmo 2 32B Instruct at $0.09 and ScaleDown: Extract at $0.03.
It depends on the job: Allenai offers the broader line-up (7 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.
Allenai: Allenai lists 7 models and Scaledown lists 2.
Scaledown: Allenai's longest is AllenAI: Olmo 2 32B Instruct at 128K tokens; Scaledown's is ScaleDown: Extract at 1M.
Neither lists a free model; both are pay-per-token.
Allenai: 1 of 7 models accept images. Scaledown: 2 of 2.