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Text-accurate image generation

Generate marketing/UI images where spelled text on the image must be correct (posters, mockups, diagrams).

At a glance — Oct 2026

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

Scores as of 2026-09-14 (43 days old; Depot marks scores stale after 30 days). The pick is still Depot's current editorial pick; it has not been re-reviewed since. Prices below carry their own dates.

Depot Pick
Ideogram · 7.87/10 for this job (curated estimate, high confidence)

Media-gen specialty. Confidence: high on Ideogram typography reputation.

Runner-up
Recraft · 8.04/10

Scores higher than the pick on: Capability fit, Price / performance, Latency / reliability, Developer & agent DX, Privacy / data retention.

When not to use the pick
Vector/brand consistency (Recraft), Flux quality (BFL/Fal), or OpenAI already bundled.
Lock-in / migration
The pick has lower stored lock-in risk than runner-up Recraft (3.8 vs 4). Self-host fallback listed for this job: FLUX.1-schnell.
Sourced price (usd_per_image)

Pick: no sourced price in this job's unit (no_sourced_price).

Cheapest matching SKU: Black Forest Labs FLUX 3 Image Klein (1K tier) $0.009 — source, as of 2026-10-19. Not the pick; not quality-adjusted.

Price history: first seen 2026-10-19 · last changed no change recorded · history JSON

Free option
  • Cloudflare Workers AI image models (free) — 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 (Ideogram) on this job: loading… JSON · reports never change scores · seed/test records excluded

Cite: Agent Provider Depot, Depot Pick for text-in-image-generation: ideogram, scores as of 2026-09-14. Agents: GET /api/decide?jtbd=text-in-image-generation

Free Text-in-image options · All sourced prices, cheapest first

Depot Pick

Ideogram

Media-gen specialty. Confidence: high on Ideogram typography reputation.

Pricing (directional): As of 2026-09-14: Consumer Plus ~$20/mo (site). API pay-as-you-go per image (ideogram.ai/api-pricing): 4.0 Turbo ~$0.03, Default ~$0.06, Quality ~$0.10; volume via sales. Strong text-in-image reputation.

Cite: Depot Pick for text-in-image-generation: ideogram
Overall
7.9
curated_estimate
confidence: high · as of 2026-09-14
Capability fit
8.4
Price / performance
8.0
Latency / reliability
8.0
Developer & agent DX
8.2
Privacy / data retention
7.0
Lock-in risk (higher = worse)
3.8
Maturity / track record
7.8

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

Sources: Ideogram API pricing: https://ideogram.ai/api-pricing · Ideogram pricing: https://ideogram.ai/pricing · Ideogram: https://ideogram.ai

Use when agents must render readable text in images. Fal remains default multi-model media router.

Quote for Text-accurate image generation

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

Pick is not a price winner. Cheapest matching USD per image among candidates is black-forest-labs at 0.009. The pick has no matching sourced price. Chat input $/1M was not borrowed.

Sourced price unavailable for the Depot Pick. No row in the pricing index.

3 of 5 candidates have no sourced price row. 3 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

Runners-up

When NOT to use the top pick

Vector/brand consistency (Recraft), Flux quality (BFL/Fal), or OpenAI already bundled.

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
1Fal8.59.28.58.69.62026-10-19
2Black Forest Labs8.29.07.88.28.42026-09-14
3OpenAI Media (Images/Audio)8.28.87.28.89.22026-09-14
4Recraft8.08.68.28.28.62026-09-14
5IdeogramDepot Pick7.98.48.08.08.22026-09-14

Score methodology for this job

Media-gen specialty. Confidence: high on Ideogram typography reputation.

  • capabilityFit: 32%
  • pricePerformance: 12%
  • latencyReliability: 14%
  • developerDx: 12%
  • privacyPosture: 12%
  • lockInRisk: 8%
  • maturity: 10%