OpenAI lists 126 models and Reflection 1. Reflection is cheaper on a typical model ($1.50 per 1M tokens median). Below: line-up, price tiers, the cheapest model for each capability, and what each costs for five real workloads.
| OpenAI | Reflection | |
|---|---|---|
| Models listed | 126 | 1 |
| Models with published pricing | 126 | 1 |
| Typical price (median, 3:1 blend per 1M) | $3.44 | $1.50 |
| Cheapest paid model | OpenAI: gpt-oss-20b ($0.04) | Reflection: Beam 1.0 501B A23B ($1.50) |
| Longest context | OpenAI: GPT-5.4 (1.1M) | Reflection: Beam 1.0 501B A23B (1.0M) |
| Free models | 2 | 0 |
| Newest model | OpenAI: GPT-6.1 Sol (2026-09-29) | Reflection: Beam 1.0 501B A23B (2026-10-16) |
| Price changes in the last 90 days | 28 | 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) | OpenAI | Reflection |
|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation | $3.15 with OpenAI: gpt-oss-20b | $135 with Reflection: Beam 1.0 501B A23B |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages | $3.06 with OpenAI: gpt-oss-20b | $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 | $3.24 with OpenAI: gpt-oss-20b | $156 with Reflection: Beam 1.0 501B A23B |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page | $1.98 with OpenAI: gpt-oss-20b | $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 | $0.99 with OpenAI: gpt-oss-20b | $53.00 with Reflection: Beam 1.0 501B A23B |
| You need | OpenAI | Reflection |
|---|---|---|
| Any model | OpenAI: gpt-oss-20b ($0.04) | Reflection: Beam 1.0 501B A23B ($1.50) |
| With tool calling | OpenAI: gpt-oss-20b ($0.04) | Reflection: Beam 1.0 501B A23B ($1.50) |
| With image input | OpenAI: GPT-5 Nano (batch) ($0.07) | none listed |
| With reasoning mode | OpenAI: gpt-oss-20b ($0.04) | Reflection: Beam 1.0 501B A23B ($1.50) |
| 128K+ context | OpenAI: gpt-oss-20b ($0.04) | Reflection: Beam 1.0 501B A23B ($1.50) |
| 1M+ context | OpenAI: GPT-4.1 Nano (batch) ($0.09) | Reflection: Beam 1.0 501B A23B ($1.50) |
| Model type | OpenAI | Reflection |
|---|---|---|
| text+audio->text+audio | 3 | 0 |
| text+file->text | 4 | 0 |
| text+image+file->text | 89 | 0 |
| text+image+file->text+image | 3 | 0 |
| text+image->text | 8 | 0 |
| text->text | 19 | 1 |
| Price per 1M (3:1 blend) | OpenAI | Reflection |
|---|---|---|
| Free | 2 | 0 |
| Under $0.50 | 27 | 0 |
| $0.50 – $3 | 32 | 1 |
| $3 – $10 | 38 | 0 |
| $10 and up | 27 | 0 |
Reflection is cheaper on a typical model: a median of $1.50 per 1M tokens (3:1 input/output) against $3.44 for OpenAI. The cheapest paid models are OpenAI: gpt-oss-20b at $0.04 and Reflection: Beam 1.0 501B A23B at $1.50.
It depends on the job: OpenAI offers the broader line-up (126 models vs 1), Reflection the lower typical price, OpenAI the longest context (1.1M tokens). The workload table above shows which wins for chat, RAG, agents, batch jobs and long documents.
OpenAI: OpenAI lists 126 models and Reflection lists 1.
OpenAI: OpenAI's longest is OpenAI: GPT-5.4 at 1.1M tokens; Reflection's is Reflection: Beam 1.0 501B A23B at 1.0M.
OpenAI: 2 free models (e.g. OpenAI: gpt-oss-120b (free)). Reflection: none.
OpenAI: 100 of 126 models accept images. Reflection: 0 of 1.