Predibase vs Fireworks AI Pricing (2026)
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Predibase vs Fireworks AI

Fine Tuning Apis pricing comparison · 2026

Predibase pricing ranges from $0.5–$8/per million tokens, while Fireworks AI ranges from $0–$9/per million tokens / hour. These products use different pricing models (Per-seat subscription vs Usage-based (pay per token/image/minute)), so a direct price comparison isn't meaningful — costs depend on usage volume and mix.

Option A

Predibase

$0.5–$8
/per million tokens
3 plans
Full pricing breakdown →
VS
Option B

Fireworks AI

$0–$9
/per million tokens / hour
5 plans
Full pricing breakdown →
⚖

Different Pricing Models

Direct price comparison isn't meaningful here — Predibase uses Per-seat subscription pricing while Fireworks AI uses Usage-based (pay per token/image/minute) pricing. Your actual cost will depend on usage volume, team size, or both. Here's each product in its native unit.

Per-seat subscription

Predibase

$0.5–$8 / per million tokens
See full Predibase pricing →
vs
Usage-based (pay per token/image/minute)

Fireworks AI

From $0.000806 per second
See full Fireworks AI pricing →

Predibase and Fireworks AI both operate in the fine tuning apis category.

Plan-by-Plan Pricing

Plan Predibase Fireworks AI
Developer (pay-as-you-go) Custom Custom
Dedicated Deployments Custom Custom
Enterprise Custom Custom
On-Demand (B200) — Custom
Enterprise — Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

Predibase 2 hidden costs

medium
Opaque Pricing Before Sales Engagement 5-15% of license costs
medium
Opaque Pricing Structure 5-15% of license costs
See all Predibase hidden costs →

Fireworks AI 2 hidden costs

medium
Markup Over Direct Provider APIs 100-300% of license costs
medium
Fine-Tuning Unavailable for Large MoE Models on Serverless 5-15% of license costs
See all Fireworks AI hidden costs →
See Predibase Plans
See Fireworks AI Plans

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