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Fireworks vs Mobilebox

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Fireworks compared with Mobilebox
Detail FireworksMobilebox logo Mobilebox
What it doesOwn Your Specialized Intelligence Mobile sandboxes for your AI agents controlled over REST API and MCP
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelFreemium Paid
PricingServerless inference with per-token pricing (pay for output, input, and cached tokens). Training pricing from $0.50 to $10.00 per 1M training tokens depending on model size and fine-tuning type. On-demand deployments at $0.134 to $0.334 per minute ($8 to $20 per hour) for various GPU types. Cloud Android 14: $0.01 per phone-minute; iPhone and iPad: $0.05 per phone-minute; Real Android devices: $0.03 per phone-minute; Dedicated devices: from $79 per month. Billed per second with one-minute minimum. Boot time and parked phones free. New accounts start with $2 credit.
Key features
  • Guided training runs
  • Configuration-led training
  • Custom training logic
  • Serverless inference
  • On-demand dedicated deployments
  • Reserved capacity
  • OpenAI compatible API
  • Model library with latest open models
  • Reinforcement learning support
  • Multi-region deployments
  • Cloud Android 14 phones (arm64)
  • iPhone and iPad sandboxes
  • Real Android devices
  • REST API and MCP server
  • Screen as numbered text elements
  • Batch actions (tap, type, swipe up to 20 per call)
  • Park and resume phones with state preserved
  • Live view with step-by-step recording
  • App installation and management
  • Screenshot and text observation modes
What makes it different
  • Drop-in replacement for closed-model APIs with cost savings of 50-75%
  • Instant production deployment from any training checkpoint in seconds
  • Optimized inference engine for industry-leading throughput and latency
  • Elastic and global RL inference scaling
  • Own the complete learning loop for specialized intelligence
  • Same API and MCP for Android, iPhone, iPad and real devices
  • Agents interact with real apps like people do
  • Boot time and parked phones are free
  • Works with Claude Code, Codex, Cursor and any HTTP MCP client
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)80 +1 (up) since last checkNot checked yet no change since last check
Trust Flow (Majestic)330
Citation Flow (Majestic)520
Referring domains (Majestic)56080

5 details filled in for both companies.

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