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Taskade
B
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smol-audio
A
Replicate
S
TaglineAI project management with agents for each team.Spreadsheets with AI + live integrations baked in.A free, open collection of Colab notebooks that makes fine-tuning Whisper, Parakeet, Voxtral, Granite Speech, and Audio Flamingo 3 actually approachable on commodity GPUs.Run any open-source AI model with an API call.
CategoryProductivityDataAudioDev Platform
PricingFree + $8-$20/user/moFree + $19-$89/user/moFree (open-source, Apache 2.0)Pay per second of compute
Best forSmall teams wanting AI baked into project management.Ops teams, marketers, anyone building dashboards from multiple sources.ML engineers and audio researchers who want reproducible, low-friction recipes for fine-tuning open-source speech models on custom domains without standing up their own GPU infra.Developers using open-source models (Flux, SDXL, Whisper, etc).
Strengths
  • Custom AI agents per project
  • Doc + tasks + kanban in one
  • Affordable for teams
  • Pull live data from Stripe, Slack, Google Analytics, etc.
  • AI functions inside cells
  • Modern UX
  • Covers five distinct state-of-the-art audio models in one repo — rare breadth for a single toolkit
  • Designed to run on a standard 16 GB Colab T4 GPU, no local hardware needed
  • Exposes full training loops and data pipelines transparently within the HuggingFace ecosystem (transformers, peft, accelerate, datasets)
  • LoRA support baked in for memory-heavy models like Audio Flamingo 3 and Voxtral
  • Apache 2.0 license — fully hackable and production-ready
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
Weaknesses
  • Feature sprawl
  • AI agents need tuning to be useful
  • Not a full Excel replacement for heavy users
  • Integrations best on paid tiers
  • No UI or web app — purely notebook-based, so non-developers need not apply
  • Very new (released late April 2026), so community vetting, bug reports, and long-term maintenance are unproven
  • Colab's free tier GPU availability is unreliable; longer fine-tuning runs may timeout or OOM without Colab Pro
  • Cold starts on less-popular models
  • Pricing gets real at scale
Kai's verdictB-tier. Solid product but crowded market. Try it if Notion AI feels too generic.A-tier. The most interesting spreadsheet in years. Great for ops dashboards.If you've ever rage-quit trying to fine-tune Whisper on a niche language or domain, smol-audio is the cookbook you wished existed — transparent, practical, and actually runs on free Colab. It's a practitioner's toolkit, not a product, but that's exactly what makes it useful. (Verdict pending Phi's full review.)S-tier for open-source model APIs. The default in this space.
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