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Programmatic image generation

Generate images from agents/apps via API.

At a glance — Oct 2026

Updated 2026-10-27 · forward this page: /jtbds/image-generation#brief

Scores as of 2026-10-19 (8 days old).

Depot Pick
Fal · 8.50/10 for this job (curated estimate, high confidence)

dx + capability catalog + pricePerf. Midjourney penalized on API dx.

Runner-up
OpenAI Media (Images/Audio) · 8.15/10

Scores higher than the pick on: Latency / reliability, Privacy / data retention, Maturity / track record.

When not to use the pick
Need Midjourney aesthetics and have API access; want OpenAI one-vendor stack; first-party FLUX.2/FLUX 3 terms — Black Forest Labs.
Lock-in / migration
The pick has lower stored lock-in risk than runner-up OpenAI Media (Images/Audio) (4 vs 7). Self-host fallback listed for this job: FLUX.1-schnell, Stable Diffusion XL base 1.0, ComfyUI.
Sourced price (usd_per_image)

Pick's lowest sourced SKU: Bytedance Seedream V4.5 $0.04 (usd_per_image) — source, as of 2026-10-19

Cheapest matching SKU: MiniMax image-01 $0.0035 — source, as of 2026-10-03, re-checked 2026-10-27. Not the pick; not quality-adjusted.

Price history: first seen 2026-10-03 · last changed no change recorded · history JSON

Free option
  • Cloudflare Workers AI image models (free) — source, as of 2026-10-25
  • ComfyUI (oss) — source, as of 2026-10-25
  • FLUX.1-schnell (oss) — source, as of 2026-10-25
Failure modes to watch
  • Runaway spend: Set a budget and a tool-call cap per task. Alert when spend jumps. Stop the run at the cap instead of summarizing a partial trace as success.
Reported outcomes (submitted reports only)

This job: loading… JSON · reports never change scores · seed/test records excluded

Depot Pick (Fal) on this job: loading… JSON · reports never change scores · seed/test records excluded

Same-job, same-unit comparisons: Fal vs Black Forest Labs · Fal vs MiniMax

Cite: Agent Provider Depot, Depot Pick for image-generation: fal, scores as of 2026-10-19. Agents: GET /api/decide?jtbd=image-generation

Free Programmatic image generation options · All sourced prices, cheapest first

Depot Pick

Fal

dx + capability catalog + pricePerf. Midjourney penalized on API dx.

Pricing (directional): Serverless generative media API (1000+ models); per-second/per-output; extremely agent-friendly.

Cite: Depot Pick for image-generation: fal
Overall
8.5
curated_estimate
confidence: high · as of 2026-10-19
Capability fit
9.2
Price / performance
8.5
Latency / reliability
8.6
Developer & agent DX
9.6
Privacy / data retention
7.2
Lock-in risk (higher = worse)
4.0
Maturity / track record
8.0

Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.

Sources: Fal: https://fal.ai

Depot default for programmatic image/video/audio gen. One API to rule the media zoo.

Quote for Programmatic image generation

Depot Pick stays Fal. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=image-generation

Pick is not a price winner. fal matching USD per image is 0.04; cheapest among candidates is minimax at 0.0035.

  • Nano Banana 2 usd_per_image $0.08 source as of 2026-10-19
  • Nano Banana Pro usd_per_image $0.15 source as of 2026-10-19
  • Bytedance Seedream V4.5 usd_per_image $0.04 source as of 2026-10-19

7 of 11 candidates have no sourced price row. 7 are excluded from the USD per image comparison (image). min sourced per-image SKU among candidates; not per-million-images; not a chat $/1M rate; not quality-adjusted

Sourced USD per image for Programmatic image generation

Candidates for this job that already have a matching sourced price (image), cheapest first. As of 2026-10-27. Each figure is one SKU in that unit, not a blend of input and output, not a cross-modal rate, and not a Depot score. min sourced per-image SKU among candidates; not per-million-images; not a chat $/1M rate; not quality-adjusted The Depot Pick is not a price winner.

ProviderUSD per imageSKUSourceAs of
MiniMax$0.0035usd_per_imageimage-01pricing page2026-10-03
Black Forest Labs$0.009usd_per_imageFLUX 3 Image Klein (1K tier)pricing page2026-10-19
Z.AI (Zhipu GLM)$0.01usd_per_imageCogView-4pricing page2026-10-03
FalDepot Pick$0.04usd_per_imageBytedance Seedream V4.5pricing page2026-10-19

Runners-up

When NOT to use the top pick

Need Midjourney aesthetics and have API access; want OpenAI one-vendor stack; first-party FLUX.2/FLUX 3 terms — Black Forest Labs.

Full ranking (score table)

Ranked with this JTBD's weights. Scores are curated estimates unless marked otherwise. Agents: prefer /api/decide then this table for tie-breaks.

#ProviderOverallFit$/perfLatencyDXAs of
1FalDepot Pick8.59.28.58.69.62026-10-19
2OpenAI Media (Images/Audio)8.28.87.28.89.22026-09-14
3Black Forest Labs8.19.07.88.28.42026-09-14
4Stability AI8.18.68.57.57.82026-09-14
5Recraft8.18.68.28.28.62026-09-14
6Pika API (API Club)7.98.48.27.88.62026-09-14
7Ideogram7.98.48.08.08.22026-09-14
8MiniMax7.88.48.87.88.22026-09-14
9Replicate7.88.46.08.29.42026-09-14
10Z.AI (Zhipu GLM)7.88.29.07.68.02026-09-14
11Midjourney7.39.47.08.54.52026-09-14

Score methodology for this job

dx + capability catalog + pricePerf. Midjourney penalized on API dx.

  • capabilityFit: 25%
  • pricePerformance: 18%
  • latencyReliability: 15%
  • developerDx: 15%
  • privacyPosture: 10%
  • lockInRisk: 7%
  • maturity: 10%