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TaglineSpreadsheets with AI + live integrations baked in.Edit video + podcasts by editing the transcript.Meta FAIR's open-source Python library that finally bridges the gap between neuroimaging data (fMRI, EEG, spikes) and modern deep learning pipelines.AI-powered networked notes. Roam with a brain.
CategoryDataVideoResearchProductivity
PricingFree + $19-$89/user/moFree + $16-$50/moFree (MIT open source)$10/mo
Best forOps teams, marketers, anyone building dashboards from multiple sources.Podcasters, course creators, anyone editing talking-head content.Computational neuroscience researchers who want to train deep learning models on brain recordings without building custom data pipelines from scratch.Knowledge workers + thinkers who want AI in their second brain.
Strengths
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Edit audio/video by deleting text
  • Overdub (voice clone) for fixes
  • Strong collaboration + remote recording
  • Unified interface across fMRI, MEG, EEG, iEEG, fNIRS, EMG, and spike trains — no more siloed modality-specific tools
  • Lazy, memory-efficient loading that scales to terabyte-scale OpenNeuro datasets without RAM blowout
  • Native HuggingFace integration for embedding stimuli (text, audio, video) using models like DINOv2, CLIP, Wav2Vec, and more
  • Pydantic-based config validation catches bad BIDS paths or filter settings at init, not after hours of wasted compute
  • Scales from local laptop prototyping to SLURM clusters without rewriting infrastructure code
  • AI auto-links related notes
  • Generates backlinks + summaries
  • Clean, minimal UX
Weaknesses
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • Not a traditional NLE — some workflows awkward
  • Overdub ethics require care
  • Extremely niche audience — only useful to neuro-AI researchers with Python/PyTorch chops and access to neuroimaging datasets
  • No GUI or managed cloud environment; requires local setup and familiarity with BIDS data formats
  • Still a preprint-stage release with no arXiv paper yet — API stability and long-term maintenance are unproven
  • Expensive for just notes
  • Smaller community than Obsidian
Kai's verdictA-tier. The most interesting spreadsheet in years. Great for ops dashboards.S-tier for content creators. Cuts editing time in half. Non-obvious but life-changing.If you're doing neuro-AI research, this is the plumbing you've been manually building for years — finally done right by the team that actually runs these experiments at scale. Extremely narrow use case, but within that lane it looks genuinely best-in-class. (Verdict pending Phi's full review.)A-tier. Niche but beloved. If you've outgrown Notion, try this.
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