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JustSoftLabJustSoftLab
JustSoftLabJustSoftLab
AI Assistant
Services/AI & GenAI/GenAI Integration

GenAI embedded in your product.

Integrate GenAI into your existing products and workflows. Not a standalone chatbot — AI features woven into the UX your users already know. Summarization, generation, analysis, and automation where they matter most.

40%

Increase in user engagement with AI features

3x

Faster content generation vs. manual

< 1s

AI feature response time

4 wks

From scoping to first AI feature in production

What we build

GenAI features that users love.

API integration

OpenAI, Anthropic, Cohere, open-source — we connect your product to the right LLM provider with fallbacks, retries, and cost optimization baked in.

Prompt pipelines

Structured prompt chains with input validation, output parsing, and error handling. Not ad-hoc API calls — engineered pipelines with versioning and testing.

Feature embedding

Smart compose, auto-summarization, content generation, semantic search — AI features that feel native to your product, not bolted on.

Workflow automation

AI-powered automation in your existing business processes. Email triage, ticket routing, report generation, data enrichment — triggered by your events.

Cost optimization

Model routing, caching, prompt optimization, and batching. We keep your AI costs predictable as usage scales from 100 to 100,000 requests per day.

Safety & compliance

PII filtering, content moderation, output guardrails, and audit logging. Every AI interaction is safe, compliant, and reviewable.

Sound familiar?

Integration problems we solve every sprint.

We want AI in our product but don't know which features will actually drive value.

We audit your product, identify 5-10 AI opportunities, and rank them by user impact vs. implementation effort. Build the highest-impact feature first.

Our OpenAI integration works but costs are growing faster than revenue.

We implement model routing, response caching, and prompt optimization. Simple queries go to fast/cheap models, complex ones to capable models. Costs drop 60-80%.

We tried adding AI but the UX feels clunky — users ignore it.

We design AI features that integrate naturally into existing workflows. Inline suggestions, smart defaults, progressive disclosure — AI that helps without getting in the way.

Tech stack

Tools we use in production.

OpenAI API
Anthropic Claude API
Cohere
Google Gemini
LangChain
Vercel AI SDK
Instructor
Redis
PostgreSQL
Upstash
Next.js
React
FastAPI
Node.js
Stripe Billing
PostHog
Segment

Ready to build

Let's add GenAI to your product.

45 minutes with our GenAI integration engineers. We'll review your product, identify the best AI opportunities, and outline the integration plan.