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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

Sparrow Studio logo
Sparrow Studio
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Small AI-native engineering studio offering senior-only, project or retainer-based development for AI/backend products.

1.6K visits/mo
HEROZ logo
HEROZ
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A Japanese AI firm that grew from shogi-AI research into industry ML solutions and a generative-AI platform, HEROZ ASK.

1.9M visits/mo
株式会社SHIFT AI logo
株式会社SHIFT AI
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Japanese-language membership community teaching professionals and side-hustlers how to apply generative AI to their work.

1.2M visits/mo
Pricing
Kickoff Session: $499 one-time (2-3 hours)
Quick Start Trial Hours: $300 (5 hours)
MVP Launch Project: $3,499 one-time
Growth Retainer: $6,499/month

No public pricing

No public pricing

Core features
  • LLM app and AI agent development
  • RAG system design with vector databases
  • Backend engineering (FastAPI, Django, Node)
  • Cloud infrastructure setup on AWS/GCP with CI/CD
  • AI integration into existing product backends
  • Fixed-scope MVP builds and ongoing retainers
  • Deep-learning and machine-learning core technology
  • HEROZ ASK generative-AI platform
  • BtoB and BtoC AI solutions
  • BLOOMWORKS product
  • Industry AI deployment case studies
  • 110+ video courses across AI-tool, automation, and business topics
  • live webinars from invited AI practitioners
  • in-person regional networking events
  • free one-on-one career/AI consultation
  • corporate AI upskilling program for companies
  • member success-story interviews and community leaderboard
Use cases
  • Founders needing an AI-native MVP built quickly
  • Companies adding AI features to an existing backend
  • Teams needing production-grade RAG or agent systems
  • Startups wanting ongoing senior engineering without hiring in-house
  • Deploying generative AI in enterprises
  • Applying ML to industry-specific problems
  • AI-driven business transformation (DX)
  • learning to use generative AI tools for daily work
  • exploring AI-related side income or career change
  • corporate AI adoption training for employees
  • networking with other AI learners across Japan
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