AI Discovery & Integration
AI Integrations That Solve Defined Problems—Not Experiments.
We help organizations identify, design, and integrate AI capabilities into existing products and internal systems using production-grade LLM platforms such as OpenAI, Anthropic Claude, and Google Gemini. Our work is deliberately scoped to discovery and integration—ensuring AI is reliable, cost-aware, secure, and operational from day one.
<10%
Hallucination Rate
Production quality
₹0.001
Cost/Request
Optimized spending
100%
Vendor-Neutral
Recommendations
2-3 Weeks
Discovery
To clarity
What We Deliver
AI Discovery & Use-Case Qualification
Strategic AI scoping.
Problem statements mapped to AI capabilities
Use-case prioritization (impact vs complexity)
Data availability & constraints assessment
Latency, accuracy, and cost expectations
Clear success metrics definition
Model Selection & Prompt Strategy
Right model choice.
OpenAI (GPT-4 / GPT-4o / Assistants API)
Anthropic Claude (long-context, reasoning-heavy tasks)
Google Gemini (multimodal and Google ecosystem)
Prompt structure and system instructions
Output formats (JSON, structured text)
AI Integration Patterns
Embedded AI.
AI-powered search and Q&A over documents
Summarization of tickets, calls, or reports
Classification, tagging, and routing
Retrieval-Augmented Generation (RAG)
Timeouts, retries, and fallbacks
Security, Privacy & Guardrails
Safe AI operations.
API key isolation and rotation
Data redaction and PII filtering
Prompt guardrails and output validation
Rate limiting and abuse prevention
Usage logging and audit trails
Engagement Model
Short, focused, and low risk.
01
Discover
Use cases, constraints, and ROI
02
Design
Model choice, prompts, and architecture
03
Integrate
Production-ready AI endpoints
04
Validate
Accuracy, cost, and failure modes
Transparent Pricing
Pricing aligned to clarity, not experimentation.
Discovery
AI feasibility & use-case qualification
Starting at
₹80,000 – ₹1.6L
2-3 weeks
Understand where AI fits—and where it doesn't—before investing.
Use-case qualification
Model comparison
High-level integration design
Cost & latency estimates
Clear go/no-go recommendation
Single Use Case
Targeted AI integration
Starting at
₹1.2L – ₹2.5L
one-time
Production-ready AI for one defined workflow or feature.
Prompt design & testing
API integration
Basic monitoring
Error handling & fallbacks
Documentation
Multi-Use Case
Product-wide AI integration
Starting at
₹3L – ₹5L+
one-time
Comprehensive AI integration across multiple workflows.
Multiple AI workflows
RAG & data integration
Cost and performance tuning
Advanced monitoring
Ongoing optimization support
LLM usage costs (OpenAI, Claude, Gemini) are billed directly by providers and excluded from service fees.
Why Organizations Trust Us
We bring clarity, structure, and engineering discipline to your technology foundation.
Our team combines deep technical expertise with a pragmatic, business-focused approach. We don't just architect systems—we partner with you to understand your goals, constraints, and growth trajectory, ensuring every decision is grounded in real-world outcomes.
01
AI tied to specific workflows, not vague features
02
Explicit cost and latency controls
03
Vendor-neutral recommendations
04
Clean rollback paths if AI underperforms
05
Designed to evolve, not accumulate risk