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Fireworks AI vs Zro: Uncensored Security Models: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Fireworks AI and Zro: Uncensored Security Models side by side. This page compares data; it is not a hands-on review.

On the data: On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 17 user reviews compared Pricing checked Nov 2, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

Fireworks AI

Fast inference for open-source AI models

Best for you if:

  • • You want no cold starts and automatic scaling across GPU clusters

Zro: Uncensored Security Models

Private, OpenAI-compatible inference for coding agents with zero request retention

Best for you if:

  • • You want strong privacy guarantees with no data retention or training on requests
At a glance: Fireworks AI vs Zro: Uncensored Security Models
At a Glance
Fireworks AI Fireworks AI
Zro: Uncensored Security Models Zro: Uncensored Security Models
Starts at
Free plan
Free plan, paid from $16/mo, billed yearly Pro (annual billing) plan
Category
GPU Cloud AI Model Deployment
AI Model Deployment Developer Tools
Rating
3.8/5 G2 4.1 · Trustpilot 2.9 17 reviews n/a
Free plan
n/a Yes
Watch out for
Fine-tuning rates exclude storage and compute for training n/a

Choose Fireworks AI or Zro: Uncensored Security Models?

Fireworks AI

Choose Fireworks AI if

  • You want no cold starts and automatic scaling across GPU clusters
  • You want $1 free credit for new users to test without commitment
  • You work in GPU cloud, not AI model deployment
Zro: Uncensored Security Models

Choose Zro: Uncensored Security Models if

  • You want strong privacy guarantees with no data retention or training on requests
  • You want flexible pricing with free tier, usage packs, and monthly subscriptions
  • You work in AI model deployment, not GPU cloud

In-Depth Analysis

Fireworks AI Fireworks AI

Fast inference for open-source AI models

Good value

Fireworks AI's pricing is fair and competitive, especially for open-source models, with serverless rates as low as $0.10/1M tokens for small models and a $1 free credit to start.

Watch out

Fine-tuning rates exclude storage and compute for training

Strengths

  • Pro: No cold starts and automatic scaling across GPU clusters
  • Pro: $1 free credit for new users to test without commitment
  • Pro: Per-token pricing keeps costs predictable for variable workloads
  • Pro: Supports latest open-source models including DeepSeek, Qwen, and Llama
  • Pro: Fine-tuning available directly on the platform without separate tooling

Weaknesses

  • Con: No free tier beyond the initial $1 credit for new users
  • Con: Pricing varies significantly by model size and type
  • Con: On-demand GPU deployments require minimum hourly spend
  • Con: Less suited for teams wanting managed prompt engineering or RAG pipelines
  • Con: Smaller community and ecosystem compared to AWS Bedrock or Azure AI

Key features

Serverless inference for 400+ open-source AI models with no cold starts Support for LLMs, image generation, vision, and audio models Model fine-tuning with SFT, DPO, and quantization-aware training On-demand GPU deployments on A100, H100, H200, and B200 hardware OpenAI-compatible API for drop-in replacement workflows Cached input token pricing at 50% discount across all text models

Zro: Uncensored Security Models Zro: Uncensored Security Models

Private, OpenAI-compatible inference for coding agents with zero request retention

Good value

Zro's pricing is fair and generous for private AI inference with uncensored models.

Strengths

  • Pro: Strong privacy guarantees with no data retention or training on requests
  • Pro: Flexible pricing with free tier, usage packs, and monthly subscriptions
  • Pro: Optimized for coding agent workloads with low-latency inference

Weaknesses

  • Con: Free tier limited to Flash models and daily usage caps
  • Con: Advanced agent tools like GitIngest and AnyDoc are not available

Key features

OpenAI-compatible API for drop-in integration with existing agents and tools Zero request retention and no training on any user prompts or outputs Agent tools including web search (standard and deep research), URL fetch, and GitIngest (coming soon) CLI launcher for direct command-line access to Zro models Usage packs from $5 for pay-as-you-go consumption without a subscription

Plans and prices: Fireworks AI vs Zro: Uncensored Security Models

Plans and prices of Fireworks AI and Zro: Uncensored Security Models, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
Fireworks AI
  • Serverless: Free
  • On-Demand Deployments: Custom pricing
  • Enterprise: Custom pricing
fireworks.ai/pricing read Nov 2, 2026
Zro: Uncensored Security Models
  • Free: Free
  • Pro: $20/mo, billed monthly
  • Pro (annual billing): $16/mo, billed yearly
  • Max: $60/mo, billed monthly
  • Max (annual billing): $48/mo, billed yearly
  • Usage pack ($5): $5 one-time
  • Usage pack ($10): $10 one-time
  • Usage pack ($20): $20 one-time
  • Usage pack ($50): $50 one-time
  • Usage pack ($100): $100 one-time
zro.moonmath.ai/pricing read Oct 30, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Fireworks AI pricing and Zro: Uncensored Security Models pricing.

Key Takeaways

Fireworks AI

  • Choose if you want fast inference for open-source AI models

Zro: Uncensored Security Models

  • Choose if you want private, OpenAI-compatible inference for coding agents with zero request retention

What the data shows

On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

  • Only Fireworks AI has a published user rating (3.8/5 from 17 reviews); Zro: Uncensored Security Models has none we can show.
  • Zro: Uncensored Security Models starts at $16/mo, billed yearly; Fireworks AI has no public paid plan price on file.
  • Both have a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do Fireworks AI and Zro: Uncensored Security Models compare in 2026?

On the data below the two are close or not directly comparable, so we do not name a winner for this pair. Only Fireworks AI has a published user rating (3.8/5 from 17 reviews); Zro: Uncensored Security Models has none we can show. Zro: Uncensored Security Models starts at $16/mo, billed yearly; Fireworks AI has no public paid plan price on file. Both have a free plan.

What are Fireworks AI and Zro: Uncensored Security Models used for?

Fireworks AI: Fast inference for open-source AI models. Zro: Uncensored Security Models: Private, OpenAI-compatible inference for coding agents with zero request retention.

What does Fireworks AI cost vs Zro: Uncensored Security Models?

Fireworks AI has no public paid-plan price on file. Zro: Uncensored Security Models's cheapest paid plan is Pro (annual billing) at $16/mo, billed yearly; it also has a free plan. Prices read on the vendors' pricing pages, latest check Nov 2, 2026.

What's the main difference between Fireworks AI and Zro: Uncensored Security Models?

Fireworks AI's main strength: no cold starts and automatic scaling across GPU clusters. Zro: Uncensored Security Models's main strength: strong privacy guarantees with no data retention or training on requests.

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