Predibase vs Fireworks AI Pricing (2026)
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Team size
25 seats

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–$11/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.

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See pricing on each vendor's site
Above-the-fold path — each link opens the vendor's pricing page in a new tab.
Visit Predibase pricing
Discount programs →
Visit Fireworks pricing
Discount programs →
Compare
2 products · Fine-tuning APIs
Side-by-side · live
Predibase
Predibase is an LLM fine-tuning and serving platform built around per-token pricing for Lo
verified 28d ago
View pricing →
Fireworks AI
Fireworks AI is an LLM inference platform providing access to 16+ open-source models throu
verified 18d ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Usage-based
$0.5 per 1M tokens
see vendor pricing for volume tiers
Usage-based
$0.1 per 1M tokens
see vendor pricing for volume tiers
REF · 01

Sources & confidence

Every dollar amount and contract clause below traces back to a sourced fact. We don't manufacture composite scores.

Where this data comes from
Vendr · TrustRadius · Reddit · BBB · official docs
Sources 2 sourced facts
2 hidden-cost
Last verified 4w ago
Confidence Medium confidence
Sources 4 sourced facts
3 hidden-cost · Vendr median
Last verified 2w ago
Confidence Limited confidence
REF · 02

Plans at a glance

Every tier per product. Lock one to drive the cost row above and reveal a tier-specific outbound CTA.

Tier ladder
Click a tier to lock the cost row to it. Locking surfaces a tier-specific Visit CTA.
REF · 03

Hidden costs

Each cost is severity-ranked, with the dollar range quoted from its source (Vendr, Reddit, TrustRadius, BBB, official docs) — never our estimate.

Beyond the sticker
Severity-ranked, sourced
2 documented
  • Opaque Pricing Before Sales Engagement
    5-15% of license costs
    1 source
  • Opaque Pricing Structure
    5-15% of license costs
    1 source
2 documented
  • Markup Over Direct Provider APIs
    100-300% of license costs
    2 sources
  • Fine-Tuning Unavailable for Large MoE Models on Serverless
    5-15% of license costs
    1 source
REF · 05

What users say

Aggregated, with sample sizes. We use whichever review platform has data.

User reviews
TrustRadius · Trustpilot · G2
No public ratings yet
Best for
Developers fine-tuning open models without dedicated infra
Watch out
Pricing is opaque and difficult to estimate before committing
No public ratings yet
Best for
Variable-volume API usage
Watch out
Serverless pricing has historically been higher than going directly to underlying model providers for single-model workloads
Decide
Get a quote from each vendor
Each link opens the vendor's pricing page in a new tab.
Visit Predibase pricing
Discount programs →
Visit Fireworks pricing
Discount programs →
License cost is computed from publicly listed plans (real math, list price × seats). Median annual cost is from Vendr's deal flow when available — see source badges. Hidden costs and contract terms each cite their own sources. We do not invent composite scores.
Option A

Predibase

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

Fireworks AI

$0–$11
/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 $0.008 per 1M tokens
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 (B300) — 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 →

Continue researching

Predibase

Fireworks AI

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