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GPT-3.5 Turbo Instruct vs o1-pro

GPT-3.5 Turbo Instruct costs 300.0x less per output token than o1-pro ($2.00 vs $600.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

GPT-3.5 Turbo InstructOpenAI
Coding
No data
Overall
No data
Output $/M
$2.00
o1-proOpenAI
Coding
No data
Overall
No data
Output $/M
$600.00
vs $2.00 vs $600.00 per 1M output tokens. GPT-3.5 Turbo Instruct is 300.0x cheaper.

GPT-3.5 Turbo Instruct or o1-pro: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Pick GPT-3.5 Turbo Instruct for output tokens 300.0x cheaper ($2.00 vs $600.00 per million).

No benchmark has tested both yet. GPT-3.5 Turbo Instruct has results on METR time horizons; o1-pro on AA Intelligence Index and ARC-AGI. Compare them on price and context instead.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
GPT-3.5 Turbo Instruct not benchmarked, o1-pro not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
GPT-3.5 Turbo Instruct $2.00 against o1-pro $600.00 per million output tokens, 300.0x apart.
Context window
GPT-3.5 Turbo Instruct takes 4K tokens, o1-pro 200K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for GPT-3.5 Turbo Instruct and o1-pro
BenchmarkGPT-3.5 Turbo Instructo1-proLeader
AA Intelligence IndexNot measured12.4Only o1-pro measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Agentic work benchmarks for GPT-3.5 Turbo Instruct and o1-pro
BenchmarkGPT-3.5 Turbo Instructo1-proLeader
METR time horizons21.5%Not measuredOnly GPT-3.5 Turbo Instruct measured
Neither model has a result on the other 40 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Reasoning benchmarks for GPT-3.5 Turbo Instruct and o1-pro
BenchmarkGPT-3.5 Turbo Instructo1-proLeader
ARC-AGINot measured23.3%Only o1-pro measured
Neither model has a result on the other 21 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

GPT-3.5 Turbo Instruct$0.0025Fits in one request
o1-pro$0.450Fits in one request

GPT-3.5 Turbo Instruct costs less

Repository review

50K input + 3K output tokens

GPT-3.5 Turbo Instruct$0.081Exceeds the context window
o1-pro$9.30Fits in one request

GPT-3.5 Turbo Instruct costs less

Agent loop

200K input + 10K output tokens

GPT-3.5 Turbo Instruct$0.320Exceeds the context window
o1-pro$36.00Exceeds the context window

GPT-3.5 Turbo Instruct costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of GPT-3.5 Turbo Instruct and o1-pro
SpecificationOpenAI GPT-3.5 Turbo InstructOpenAI o1-pro
MakerOpenAIOpenAI
WeightsNo public weights listedNo public weights listed
ReleasedSeptember 28, 2023March 19, 2025
Context window4K200K
Input $/Mtok$1.50$150.00
Output $/Mtok$2.00$600.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is GPT-3.5 Turbo Instruct better than o1-pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick GPT-3.5 Turbo Instruct for output tokens 300.0x cheaper ($2.00 vs $600.00 per million).

Which is cheaper, GPT-3.5 Turbo Instruct or o1-pro?

GPT-3.5 Turbo Instruct costs $1.50 per million input tokens and $2.00 per million output tokens; o1-pro costs $150.00 and $600.00. Cost per solved task is known for neither of them.

Which has the bigger context window, GPT-3.5 Turbo Instruct or o1-pro?

o1-pro, with 200K tokens against 4K.

Has any benchmark tested both GPT-3.5 Turbo Instruct and o1-pro?

No benchmark has tested both yet. GPT-3.5 Turbo Instruct has results on METR time horizons; o1-pro on AA Intelligence Index and ARC-AGI. Compare them on price and context instead. Data as of October 21, 2026.

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