Services

Enhance Your Existing Systems with AI

Add AI to what you already use; chat, document handling, smart routing, and private knowledge search (RAG) on your data with safety checks built in.

2-4 week pilotsGuardrails + audit trailsObservable quality
Blueprint

RAG Pipeline Architecture

Example private knowledge search (RAG) flow. We adapt it to your data, security rules, and model choice.

RetrievalGenerationcheckhitsampletune
Query
Cache
Embed
Vector DB
Keyword
Rerank
Prompt
LLM
Guardrails
Eval

Click any node for details.

Field Notes

Decision Log

Key Decisions

  • Chunking strategy, Semantic vs. fixed-size depends on document structure and query patterns.
  • Embedding model, OpenAI, Cohere, or open-source based on cost/latency/privacy tradeoffs.
  • Search quality (for technical teams), We pair keyword + vector search and rerank results; we track quality with light checks.

Integration Points

  • Data sources, SharePoint, Confluence, S3, databases via scheduled or event-driven sync.
  • LLM provider, Works with major AI providers or your private models; we keep you flexible.
  • Guardrails, Safety checks like content filtering and redaction before responses go out.
  • Observability, Monitoring and quality checks so you can see cost, speed, and accuracy.
Overview

We integrate AI into what you already have; chat, document handling, smart routing, and private knowledge search (RAG) on your data, with safety checks and production readiness built in.

Integration Patterns

Integration Gallery

Support Copilot

Add AI-powered chat to your existing customer portal or internal helpdesk. Answers from your knowledge base, escalates to humans when needed.

Inputs

  • Customer questions
  • Support tickets
  • Chat messages

Integrations

  • Zendesk
  • Intercom
  • Salesforce
  • Custom portals

Outputs

  • Instant answers
  • Ticket routing
  • Escalation triggers

Human-in-Loop

Review queue for low-confidence responses

Safety Pipeline

Guardrails & Safety Path

Input sanitization

Clean and validate user input before processing.

Default

PII redaction

Detect and mask sensitive data in inputs and outputs.

Default

Content policy filter

Block harmful, inappropriate, or off-topic requests.

Default

Retrieval validation

Verify source documents are relevant and authorized.

Default

Response constraints

Enforce tone, length, and factuality requirements.

Optional

Human review queue

Route low-confidence responses for manual approval.

Optional

Audit logging

Record all interactions for compliance and debugging.

Default
Results

What changes in 30 days

AI-enhanced workflows

Your existing apps gain AI capabilities; chatbots, smart routing, and document processing.

Seamless integration

AI features plug into your current CRM, ERP, HRIS, and internal tools.

Accuracy & control

Brand-safe responses with safety checks, review paths, and audit trails.

Fast time to value

Working prototypes in weeks, hardened for production without rebuilding your stack.

Deliverables

What we integrate

Customer support that actually helps; add chat and team assist inside your existing tools so customers get faster answers.
Documents handled automatically; pull key details from PDFs/emails, route them, and redact sensitive info without changing your workflow.
RAG pipelines (private knowledge search); answer using your docs and data (policies, SOPs, invoices) so responses stay accurate.
Smarter handoffs & follow-ups; auto-triage requests, send approvals to the right person, and escalate edge cases.
Automation across your existing systems; connect AI to CRM/ERP/HR tools to reduce manual work and keep records up to date.
Safety + visibility; add guardrails, quality checks, and monitoring so you can trust the output and see what’s working.
Questions

Common questions

How is this different from building a new AI product?

This is about enhancing what you have; we integrate AI into your existing systems. For greenfield AI-native SaaS products, see our AI-Native SaaS Development service.

How do you handle safety and brand voice?

Safety checks on retrieval, tone controls, light quality reviews, human-in-loop when needed, and structured redaction for sensitive data.

Can you deploy privately?

Yes - VPC/private endpoints or your cloud; data residency and compliance are first-class requirements.

How fast is a pilot?

Typically 2-4 weeks from kickoff to measurable pilot results.

Explore Further
The Right Data, In the Right Place, At the Right Time
Keep AI Running; Without Building an AI Team

Ready to add AI to your existing systems?

We integrate AI capabilities into what you already have; fast, safe, and production-ready.