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Image understanding

Compare vision-capable LLMs: OCR, visual Q&A, document parsing. Real per-image cost across providers.

Your usage

Default assumptions
Monthly requests50,000
Avg input tokens500
Avg output tokens200

When to use this scenario

Visual Q&A, OCR, document parsing — anything that takes an image as input. Backed by a multimodal LLM (not a dedicated OCR model). Cost has two parts: image input fee + text output.

Gemini 2.5 Pro and GPT-5 lead on visual understanding benchmarks. Output tokens dominate cost when summarizing images; image fee dominates when classifying many.

Common pitfalls

  • Sending high-detail images when low-detail would do (10× price for marginal accuracy)
  • Pre-OCR'ing with Tesseract then sending text — usually worse than letting the model see the image
  • Ignoring per-image fee in unit economics

Recommended routing

Sorted by best value for your usage
PRIMARY
Gemini 2.5 Pro
Google · quality 87 · 140 tok/s
Monthly cost$131
Vs baseline0%
P50 latency0.8s
FALLBACK
GPT-5
OpenAI · quality 91 · 120 tok/s
Monthly cost$131
Vs baseline0%
P50 latency0.7s
DeepSeek V3.5
DeepSeek · quality 81 · 95 tok/s
Monthly cost$6.30
Vs baseline95%
P50 latency1.5s

Baseline = GPT-5 at the same usage = $131/mo.

Routing simulator

Phase 2 preview

Drag the slider to split traffic between Gemini 2.5 Pro (primary) and GPT-5 (fallback). See how your monthly bill moves — without writing a line of gateway code.

Primary: Gemini 2.5 ProFallback: GPT-5
70% Gemini30% GPT-5
Blended monthly cost$131at the usage assumed above

Phase 2 turns this routing into a real OpenAI-compatible endpoint — one key, one bill, automatic failover. Drop your email to be notified at launch.

Stored in your browser only until our email backend lands. No tracking, one click to remove.

Use this routing via API

Phase 2 preview · gateway not live yet
PHASE 2 PREVIEW · gateway not live yetThis endpoint does not exist yet. The gateway is in Phase 2 — what you see below is a design preview of the planned interface, not a live API. We will email subscribers when it launches.
Preview the planned API call
$ curl https://api.aipricly.com/v1/chat/completions \
  -H "Authorization: Bearer $AIPC_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "scenario": "image-understanding",
    "messages": [{"role": "user", "content": "..."}]
  }'

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