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Find the right AI tool in 2 minutes. Independent reviews and honest comparisons of 875+ AI tools.

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  4. FDM-1
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FDM-1 Doesn't Have a Free Plan — Here's What It Costs

⚡ Quick Verdict

No free plan. The cheapest way in is Enterprise at Custom (contact sales). Consider free alternatives in the automation category if budget is tight.

See Pricing →See Plans ↓

Who Should Pay for This

👤

Best For

  • ✓Established business
  • ✓Budget for premium tools
  • ✓Need automation features
  • ✓Professional use case
  • ✓Want official support

What Users Say About FDM-1

👍 What Users Love

  • ✓First computer-use foundation model trained on internet-scale video (11M hours), versus the largest open computer-use dataset of under 20 hours of 30 FPS video
  • ✓Native 30 FPS video processing enables continuous control like smooth mouse movement and CAD operations rather than discrete screenshot-by-screenshot reasoning
  • ✓Highly efficient video encoder compresses nearly 2 hours of footage into just 1M tokens, unlocking minute-scale context windows
  • ✓Unsupervised training via the inverse dynamics model removes the bottleneck of expensive contractor-labeled screenshots
  • ✓Test-time compute via OS checkpoints / forking VMs lets the model retry from validated intermediate states on long-horizon tasks
  • ✓Demonstrably general — the same model performs CAD modeling, website fuzzing, and real-world driving without task-specific RL environments

👎 Common Concerns

  • ⚠No public API, pricing page, or self-serve access — gated to enterprise and research partners
  • ⚠Capabilities are demonstrated through curated video clips rather than peer-reviewed benchmarks against established computer-use leaderboards
  • ⚠Released February 23, 2026, so production track record, reliability, and safety guardrails are unproven at scale
  • ⚠Inference at 30 FPS on minute-long video contexts implies significant GPU cost not disclosed publicly
  • ⚠No documentation of supported operating systems, integrations, or developer tooling beyond the research blog post

Frequently Asked Questions

What is FDM-1 and who built it?

FDM-1 is a foundation model for general computer use built by Standard Intelligence (standard intelligence pbc), announced February 23, 2026. Unlike prior computer-use agents that fine-tune a vision-language model on screenshots, FDM-1 trains and infers directly on video at 30 FPS. It was trained on a portion of an 11-million-hour screen recording dataset labeled by a custom inverse dynamics model. The team positions it as the first fully general computer action model.

How is FDM-1 different from screenshot-based agents like Claude Computer Use or OpenAI's Operator?

Traditional computer-use agents fine-tune a VLM on contractor-annotated screenshots, which limits them to a few seconds of context, low framerates, and short-horizon tasks. FDM-1 instead trains directly on 30 FPS video and uses a video encoder that compresses ~2 hours into 1M tokens, giving it minute-scale context. It also avoids per-task reinforcement learning environments, learning unsupervised from the open internet's video corpus. Based on our analysis of 870+ AI tools, this is the only Automation entry that trains a custom video foundation model end-to-end for computer use.

What can FDM-1 actually do today?

Standard Intelligence demonstrated FDM-1 performing multi-action CAD sequences in Blender (including extruding faces on an n-gon to make a gear), exploring and fuzzing complex websites, and driving a car in the real world — all at 30 FPS. The CAD demo uses OS checkpoints created at successful operations (extrude, select, etc.) to enable test-time compute via a forking VM. The blog post emphasizes that capabilities consistently improve with scale, and the team frames the current model as the first step toward CAD, finance, engineering, and ML-research coworker agents.

How much does FDM-1 cost and how do I access it?

FDM-1 has no published pricing or self-serve access as of the February 23, 2026 announcement. Standard Intelligence describes it as a research milestone in a blog post at si.inc/posts/fdm1/, and access appears to be limited to enterprise or research partnerships. Compared to other Automation tools in our directory that publish $20–$200/month tiers, FDM-1 sits firmly in the enterprise / contact-sales segment with no free or developer tier announced.

What are the technical components of FDM-1's training recipe?

The training recipe has three core components, all described in the launch post. First, a video encoder that compresses approximately 2 hours of 30 FPS video into 1 million tokens, enabling long-context training. Second, an inverse dynamics model that labels raw screen recordings with the actions that produced them, removing the need for contractor annotation. Third, a forward dynamics model that predicts future frames conditioned on actions, which is the component used to drive the agent at inference time.

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Last verified March 2026