📄 Multimodal Document Q&A frontier

As of October 25, 2026, the highest Multimodal Document Q&A score on this frontier is GPT-5.4 at 100.0, with an estimated monthly cost of $96.00.

Answering questions about scanned PDFs, charts, and screenshots. Relies on vision benchmarks plus reasoning.

The y axis is this scenario's weighted score; the x axis starts at estimated monthly cost for 200 requests a day. Switch axes to compare against speed, latency or context. See the full ranking.

Y axisX axis

QuadrantsConnect effort variants

30 models plottedPareto frontier (11)Bubble size = context window

On the frontier

Models on the Pareto frontier, highest score first
Model	Score	Est. $/month
GPT-5.4OpenAI	100.0	$96
Gemini 3.1 ProGoogle	98.4	$77
GPT-5.2OpenAI	98.2	$76
GPT-5.1OpenAI	97.8	$54
Gemma 4 31BGoogle	90.1	$12
Gemma 4 26B A4BGoogle	83.0	$10
Gemini 2.0 FlashGoogle	67.9	$7
Llama 4 ScoutMeta	58.7	$6
Gemma 3 27BGoogle	44.0	$6
Gemini 1.5 FlashGoogle	31.3	$5
Gemma 3 12BGoogle	29.5	$3