AI Development Services
Which AI approach fits your problem?
AI projects go wrong when the approach is chosen before the problem is understood. This guide maps common business problems to the right approach, so you know whether you need retrieval, an agent, a fine-tuned model or a simple automation before you commit.
Match the problem to the approach
Start from the problem you have
Retrieval-augmented generation (RAG)
Your people cannot find answers buried in documents, wikis and tickets.
Best for
Questions that must be answered from your own content, with sources shown.
Multimodal RAG
The answers sit in scans, tables, charts and diagrams that text search cannot read.
Best for
Finance, engineering and compliance documents with complex layouts.
AI agents
A well-bounded task needs several steps and tool calls, not just an answer.
Best for
Work a person repeats every day, with approval at the risky steps.
Multi-agent systems
One agent is overloaded because the task has stages that need independent checking.
Best for
Complex, multi-stage work where specialists plan, execute and review.
AI SQL agents
Teams wait on analysts to answer simple questions about the data.
Best for
Self-serve questions over your own database, read-only and governed.
Speech and audio AI
Calls, meetings and recordings hold knowledge nobody can search.
Best for
Transcription, speaker separation and analytics on real-world audio.
LLM fine-tuning
Prompting and retrieval work, but the tone, format or cost per call does not.
Best for
High-volume, narrow tasks where consistent output matters.
AI workflow automation
Repeatable operations across your CRM, email and documents need judgment at a few steps.
Best for
Processes with known steps where a model reads or decides at some of them.
MCP integration
Your AI tools cannot safely reach your internal systems.
Best for
Connecting models to APIs and databases once, reused by every assistant.
Nine AI services, one team
Each one is a standalone engagement or a building block in a larger system. Open a page for scope, stack, process and FAQs.
- Speech Recognition & Audio AI
Speech-to-text, transcription, speaker diarization, voice analytics and multilingual audio processing, engineered for accuracy in real-world, noisy conditions.
Explore Speech Recognition & Audio AI - AI SQL Agent Development
Natural-language querying over large, complex databases, with intelligent SQL generation, safety guardrails and business-context awareness.
Explore AI SQL Agent Development - RAG Development Services
Secure, citation-backed enterprise assistants built on your own documents, wikis and repositories, grounded, permission-aware and hallucination-resistant.
Explore RAG Development Services - Multimodal RAG Development
AI solutions that understand not just text, but images, scanned PDFs, tables, charts and complex visual documents.
Explore Multimodal RAG Development - AI Agent Development
Custom, domain-specific AI agents that plan, use your tools, and execute multi-step business tasks.
Explore AI Agent Development - Multi-Agent AI Development
Collaborative AI agents that coordinate, delegate and check each other's work, solving complex problems no single agent handles well alone.
Explore Multi-Agent AI Development - MCP Integration Services
Seamless integration between AI applications and your enterprise tools, APIs, databases and external services.
Explore MCP Integration Services - LLM Fine-Tuning Services
Fine-tuning language models on your domain-specific data for better accuracy, on-brand behaviour and lower inference cost.
Explore LLM Fine-Tuning Services - AI Workflow Automation
AI-powered workflow automation across n8n, Make and fully custom workflows, for CRM, email, document processing, lead management and everyday operations.
Explore AI Workflow Automation - UI/UX Design
Research, wireframes, visual design and prototypes for web and software products, tested with real users before development starts.
Explore UI/UX Design - Web App Development
Portals, dashboards, internal tools and customer-facing apps, designed and built to your workflow and connected to the systems you already use.
Explore Web App Development - MERN stack Development
Full-stack MongoDB, Express, React and Node.js development, from a first MVP to an enterprise platform, in one JavaScript codebase.
Explore MERN stack Development
Questions about choosing an AI approach
Not sure which approach fits?
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