AI Integration & Consulting

AI that ships
to production.

LLM integration, retrieval-augmented generation, autonomous agents and document intelligence โ€” delivered as production systems, not slide-deck prototypes. Through our dedicated AI division.

What we build

Six shapes
of AI work.

We deliver across the full spectrum of mobile applications โ€” from consumer apps with millions of users to enterprise tools used by a few hundred. Each engagement is scoped to the architecture the problem demands.

01

RAG Systems

Retrieval-augmented generation over your internal documents, knowledge bases and structured data โ€” search and Q&A that grounds every answer in your sources.

LangChain + Vector DB + Embeddings

02

AI Agents

Autonomous agents that complete multi-step workflows โ€” research, data extraction, customer triage, scheduling. Built with proper tool-use, error handling and human escalation.

Agents + Tool use + Workflows

03

LLM Integration

Adding intelligent features to existing products โ€” summarisation, classification, content generation, smart search. Integrated into your stack, not bolted on as a chatbot.

OpenAI + Claude + Mistral

04

Document Intelligence

OCR, structured extraction and document classification at scale โ€” for forms, invoices, contracts, mail and unstructured PDFs. Production-tested at 40+ US locations.

Mistral OCR + Extraction + Classification

05

AI Chatbots

Customer-facing chat with retrieval grounding, conversation memory, fallback handling and human handoff. Built for accuracy and trust, not just response time.

RAG + Memory + Handoff

06

Fine-tuning & Custom Models

When prompting isn’t enough โ€” fine-tuning open models on your data, evaluation harnesses and self-hosted deployment for cost, latency or data residency requirements.

Fine-tuning + Llama + Self-hosted

How we work

Four phases.
One team.

A typical AI engagement runs 6 to 14 weeks. We compress when the use case is clear and extend when evaluation and accuracy matter more than speed-to-launch.

01
WK 1-2

Use Case & Feasibility

Workshop the use case, define success metrics, technical feasibility check, written SOW.

02
WK 2-4

Prototype & Evaluate

Working prototype on real data with measurable accuracy. We show numbers, not just vibes.

03
WK 4-14

Production Build

Hardened production system โ€” monitoring, logging, error handling, human-in-the-loop escalation

04
WK 14-16

Launch & Iterate

Production deployment, real-user evaluation, prompt tuning and ongoing improvement runs.

Technology

Right model
for your problem.

Model and infrastructure choice depends on accuracy needs, latency, cost ceiling and data residency. We benchmark options before committing โ€” not lock you to a vendor.

Foundation Models

Closed and open models, chosen by accuracy, cost and data sensitivity.
GPT-4 / 4o Claude Mistral Llama 3 Gemini

Frameworks & SDKs

Production-grade orchestration, retrieval and agent frameworks.
LangChain LlamaIndex OpenAI SDK Anthropic SDK

Vector & Data

Embeddings, vector storage and retrieval pipelines.
Pinecone pgvector Weaviate Qdrant

Infrastructure

Cloud-managed and self-hosted, depending on data and latency requirements.
AWS Bedrock Azure OpenAI vLLM Self-hosted
AI work in production

Selected case study.

Cross-platform

E-Fire USA โ€” Real-time fire safety mobile apps

Cross-platform Flutter applications for iOS and Android โ€” live camera data ingestion, WebSocket alert management and multi-site monitoring dashboards. When vendor SDKs were unavailable, we built a custom HTTP adapter to keep delivery on schedule.

Real-time

Camera pipeline & alerts

iOS + Android

Shipped together

Multi-site

Monitoring architecture
Questions

AI-specific
questions.

Specific to AI integration engagements โ€” not generic agency FAQs.

Far far away, behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarksgrove right at the coast

Far far away, behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarksgrove right at the coast

Far far away, behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarksgrove right at the coast

Far far away, behind the word mountains, far from the countries Vokalia and Consonantia, there live the blind texts. Separated they live in Bookmarksgrove right at the coast

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your users choose first?

Tell us about your project. We respond within 24 hours with an honest assessment โ€” whether we're the right fit or not.