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AI & Machine Learning Practice

We build AI that
actually ships

Autonomous agents, RAG pipelines, fine-tuned models, predictive systems. Every deployment includes monitoring, evaluation, and guardrails — not just a demo.

Model-agnostic
Guardrails built in
Evaluation from day one
Production, not pilots
RAG Response
Retrieving from knowledge base
90%
RAG relevance score
Token Usage
3.2 k / 4k
Context window
Model Confidence
Intent
94%
Entity
87%
Sentiment
76%
Agent Pipeline
Parse intent
Query knowledge base
Generate response
Validate output
Fine-tune · Epoch 3/5
66%
Loss: 0.142
↓ from 0.387
✓ Converging
GPT-4o
Claude Sonnet
LangChain
LlamaIndex
Pinecone
Weaviate
MLflow
CrewAI
HuggingFace
Vertex AI
SageMaker
Weights & Biases
GPT-4o
Claude Sonnet
LangChain
LlamaIndex
Pinecone
Weaviate
MLflow
CrewAI
HuggingFace
Vertex AI
SageMaker
Weights & Biases
Our capabilities

AI solutions we deliver

From first prototype to production system. Every engagement starts with a scoping call to understand what you actually need — not what's easiest to sell.

Autonomous AI Agents

Agents that work while your team sleeps

We design and deploy multi-agent systems that handle complex, multi-step workflows autonomously — interacting with APIs, databases, and external services without manual intervention. Built with human-in-the-loop controls where it matters.

24/7 autonomous task execution
Multi-system integration via tool use
Self-correcting with memory & context
Human-in-the-loop escalation paths
Guardrails, logging & audit trails built in
Discuss your use case
85%
Reduction in manual task volume
LangChainCrewAIOpenAIClaude APITool useMemory
Natural Language Processing

Systems that understand language — not just keywords

We build NLP pipelines that extract meaning, classify intent, and generate language at production scale. From customer support automation to internal document intelligence.

Chatbots & virtual assistants
Sentiment analysis & opinion mining
Document processing & extraction
Text classification at scale
Multi-language support
Discuss your use case
10x
Faster document processing vs manual
HuggingFacespaCyBERTGPT-4oTransformers
Predictive Analytics

Forecast what's coming before it arrives

We build ML models that turn your historical data into reliable predictions — demand forecasting, churn prediction, risk scoring. Model-agnostic and validated against your actual business metrics.

Demand & inventory forecasting
Customer churn prediction
Risk assessment models
Revenue optimisation
Model monitoring & drift detection
Discuss your use case
40%
Average improvement in forecast accuracy
scikit-learnXGBoostPyTorchMLflowSageMaker
Voice AI

Natural voice interactions at production scale

We implement speech recognition and voice synthesis pipelines for call centres, customer-facing products, and internal tools. Real-time, multilingual, and accurate enough to actually be useful.

Speech-to-text & transcription
Voice command integration
Multi-language & accent support
Real-time streaming transcription
Custom wake word & voice biometrics
Discuss your use case
95%
Speech recognition accuracy in production
WhisperAzure SpeechElevenLabsDeepgram
RAG Workflows

Your data. Your answers. Zero hallucination.

We build Retrieval-Augmented Generation systems that ground LLM responses in your actual documents, databases, and knowledge bases. Enterprise search, document Q&A, and context-aware assistants that don't make things up.

Knowledge base & document ingestion
Vector search with semantic retrieval
Context-aware Q&A over private data
Evaluation framework built in
Source citation & traceability
Discuss your use case
90%
Response relevance score (evaluated)
LlamaIndexPineconeWeaviatepgvectorVoyage AI
Fine-tuned Models

Models trained on your domain, not the internet

Off-the-shelf models are a starting point, not a finish line. We fine-tune foundation models on your proprietary data — improving accuracy, reducing hallucination, and optimising inference cost for your specific use case.

Custom model training on your data
Domain-specific vocabulary & context
Performance benchmarking vs baseline
RLHF & preference optimisation
Quantisation & deployment optimisation
Discuss your use case
3x
Better performance vs generic models
HuggingFaceLoRA / QLoRAAxolotlW&BvLLM
Full portfolio

Our complete AI service suite

Every capability we deliver — scoped together or as standalone engagements depending on where you are.

Autonomous AI Agents

Multi-step workflows, tool use, memory, and escalation paths — agents that handle real operational workloads.

85%task automation

Natural Language Processing

Chatbots, sentiment analysis, document processing, classification — language understanding at scale.

10xfaster processing

Predictive Analytics

Demand forecasting, churn prediction, risk scoring — ML models validated on your actual business data.

40%better accuracy

Voice AI Systems

Speech-to-text, voice commands, real-time transcription, multi-language — voice that works in production.

95%recognition rate

RAG Workflows

Grounded, cite-able answers over your private data. No hallucinations. Built with evaluation from day one.

90%relevance score

Fine-tuned Models

Domain-specific models trained on your data. LoRA, QLoRA, RLHF — optimised for cost and performance.

3xperformance boost
Our process

How an AI engagement works

We don't start with a model — we start with the problem. Then we work backwards to the right solution.

01

Discovery & scoping

We run a structured discovery to understand your data, your workflow, and the actual outcome you need. No assumptions.

02

Prototype & evaluate

We build a working prototype fast, evaluate it against real metrics, and show you exactly where it stands before we commit to production.

03

Build & harden

Full production system — with monitoring, guardrails, evaluation framework, and logging. Not just a notebook.

04

Deploy & iterate

We deploy, monitor, and improve. AI systems drift — we build in the infrastructure to catch it and fix it before it matters.

Technology

Model-agnostic. Cloud-neutral.

We recommend what's right for your problem — not what we're certified on. Every stack choice is justified against your requirements.

Foundation Models
GPT-4oClaude 3.5GeminiLlama 3Mistral
Orchestration
LangChainLlamaIndexCrewAIAutoGenLangGraph
Vector & Search
PineconeWeaviatepgvectorQdrantVoyage AI
MLOps
MLflowW&BSageMakerVertex AIBentoML

Ready to build AI that actually works?

Tell us the problem. We'll scope it honestly, prototype fast, and tell you whether AI is the right answer — or if something simpler would do the job better.