Startups

Create vertical AI solutions and MVPs in weeks. Use VibeCoding with your fine-tuned models, launch endpoints per client if you're SaaS and control costs from day one.

Channel note: sales to SMEs/final enterprises are made through authorized partners. We provide technical support (L3).

100% simulated demo · v0.10 auto-installable: 10/10/2025.

Typical problems we solve

Unpredictable AI costs and dependence on a single provider.

Lack of senior ML team to go to production.

Difficulty converting the idea into an MVP with metrics and governance.

Risk of lock-in in models/vector stores and lack of traceability.

Practical use cases

"AI Support" vertical for B2B SaaS (MVP in 2–4 weeks)

What you do: an internal/external copilot that responds with evidence about documentation, changelogs and tickets.

How it's implemented:

  • Document ingestion (PDF/MD/URLs) + RAG with citations (Qdrant + 1 commercial).
  • Domain fine-tuned model (PEFT/adapters) with your documentation and open source repos.
  • Endpoints per client with token/QPS budgets and logs/export.
  • Drag-and-drop UI (VibeCoding) + BPMN for escalation flows.

Value: reduces L1/L2 tickets by 60–80%, improves NPS and generates upsell.

"Sentiment Analysis" MVP for e-commerce (1–2 weeks)

What you do: analyzes reviews, comments and feedback for actionable insights.

How it's implemented:

  • Model specialized in your vertical (retail, fintech, etc.) with PEFT/adapters.
  • Data pipeline: APIs, webhooks, CSV, databases.
  • Dashboard with metrics, alerts and export to BI tools.
  • Automatic A/B testing between models and accuracy metrics.

Value: real-time insights, churn reduction and product improvement.

"Code Review" copilot for development teams (2–3 weeks)

What you do: reviews code, suggests improvements and documents automatically.

How it's implemented:

  • Model fine-tuned with your stack, conventions and repositories.
  • GitLab/GitHub integration + webhooks for automatic PRs.
  • Quality metrics, technical debt and test coverage.
  • Living documentation generated and synchronized with code.

Value: reduces bugs by 40–60%, accelerates onboarding and improves quality.

What your MVP includes

Basic VibeCoding: drag components, connect agents and data, publish locally.

PEFT/adapters training: create your domain model and evaluate before deploying.

Operational RAG: local Qdrant + one commercial vector store, migration with rollback.

Endpoints per client: token/QPS budgets, API keys, logs/export and white-label.

Basic metrics: latency, throughput, cost per request and accuracy.

Isolated installation: opt-in stack, no forced dependencies, 15–30 min typical.

Ready for your MVP?

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