Data Pre-processing & Labelling
Pandas, Spark, and Label Studio pipelines ensure only high-fidelity data reaches your model.
LLM Engineering Services
Design, customise, and operationalise large language models that fit your business—end-to-end. Our LLM engineering services turn cutting-edge research into production-grade solutions without the hype.

From Proof-of-Concept to Production—Faster
Enterprises and fast-moving SaaS companies alike face the same hurdle: transforming an impressive demo into a reliable, secure, and maintainable AI product. Our LLM engineering services cover every phase—data curation, model selection, fine-tuning, evaluation, deployment, and ongoing optimisation—so your teams can focus on shipping features, not babysitting models.
Battle-Tested Engineering Accelerators
End-to-End Prompt Engineering
Metadata-rich prompt libraries, version control, and A/B testing to improve response quality.
Retrieval-Augmented Generation (RAG) Pipelines
Vector search, hybrid search, and chunking strategies that reduce hallucinations by up to 60%.
Multi-Model Orchestration
Routing layers that dynamically pick the best model—open-source or proprietary—based on cost, latency, or quality.
Evaluation Frameworks
Automated metrics (BLEU, ROUGE, GPT-Score) plus human-in-the-loop reviews for continuous improvement.
Secure API Gateways
Rate-limiting, audit logging, and role-based access so every token generated is fully compliant.
Cost-Aware Auto-Scaling
GPU pooling, quantisation, and batching algorithms that cut inference spend without hurting latency.
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Our React Native Expertise
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Our Vue.js Expertise
Core LLM Engineering Services
Engagement Models Tailored to Your Reality
OUR TECHNOLOGY STACK
Fine-Tuning & Alignment
LoRA, QLoRA, and PEFT to adapt open-source LLMs at a fraction of the compute cost.
Embeddings & Vector Stores
Faiss, Milvus, and Pinecone integrations that power real-time, low-latency RAG systems.
Serving & Inference
vLLM, Triton, and TGI behind Kubernetes or serverless endpoints for sub-second responses.
Observability & Monitoring
Evidently AI, Prometheus, and Grafana dashboards tracking drift, bias, and token usage.
Governance & Security
Policy-as-Code with OPA, HashiCorp Vault, and signed model artefacts that satisfy SOC 2 and HIPAA audits.
Workflow Orchestration
Argo Workflows and Kubeflow Pipelines for CI/CD across data, models, and prompts.
Experiment Tracking
MLflow, Weights & Biases, and DVC capturing every hyper-parameter and artefact.
Cost Management
Karpenter and Cluster Autoscaler rules to leverage spot GPUs without downtime.
OUR TECHNOLOGY STACK
Data Pre-processing & Labelling
Pandas, Spark, and Label Studio pipelines ensure only high-fidelity data reaches your model.
Fine-Tuning & Alignment
LoRA, QLoRA, and PEFT to adapt open-source LLMs at a fraction of the compute cost.
Embeddings & Vector Stores
Faiss, Milvus, and Pinecone integrations that power real-time, low-latency RAG systems.
Serving & Inference
vLLM, Triton, and TGI behind Kubernetes or serverless endpoints for sub-second responses.
Observability & Monitoring
Evidently AI, Prometheus, and Grafana dashboards tracking drift, bias, and token usage.
Governance & Security
Policy-as-Code with OPA, HashiCorp Vault, and signed model artefacts that satisfy SOC 2 and HIPAA audits.
Workflow Orchestration
Argo Workflows and Kubeflow Pipelines for CI/CD across data, models, and prompts.
Experiment Tracking
MLflow, Weights & Biases, and DVC capturing every hyper-parameter and artefact.
Cost Management
Karpenter and Cluster Autoscaler rules to leverage spot GPUs without downtime.
OUR TECHNOLOGY STACK
Data Pre-processing & Labelling
Pandas, Spark, and Label Studio pipelines ensure only high-fidelity data reaches your model.
Fine-Tuning & Alignment
LoRA, QLoRA, and PEFT to adapt open-source LLMs at a fraction of the compute cost.
Embeddings & Vector Stores
Faiss, Milvus, and Pinecone integrations that power real-time, low-latency RAG systems.
Serving & Inference
vLLM, Triton, and TGI behind Kubernetes or serverless endpoints for sub-second responses.
Observability & Monitoring
Evidently AI, Prometheus, and Grafana dashboards tracking drift, bias, and token usage.
Governance & Security
Policy-as-Code with OPA, HashiCorp Vault, and signed model artefacts that satisfy SOC 2 and HIPAA audits.
Workflow Orchestration
Argo Workflows and Kubeflow Pipelines for CI/CD across data, models, and prompts.
Experiment Tracking
MLflow, Weights & Biases, and DVC capturing every hyper-parameter and artefact.
Cost Management
Karpenter and Cluster Autoscaler rules to leverage spot GPUs without downtime.
Engagement Models Tailored to Your Reality
Discovery & Architecture Blueprint
Rapid 2-week deep dive to align business goals with technical choices and build an actionable roadmap.
Prototype to MVP
Hands-on sprint to ship a secure pilot—complete with RAG pipeline, evaluation harness, and dashboards—in 6–8 weeks.
Production Hardening & Optimisation
Scaling, cost governance, and performance tuning so your LLM product thrives under real-world load.
Use Cases
- Conversational Support Agents: Reduce ticket resolution time by 40% through context-aware assistants fine-tuned on your knowledge base.
- Automated Code Review: Custom LLMs trained on your code repos surface style violations and security flaws before merge.
- Personalised E-commerce Search: Dynamic product descriptions and search ranking powered by real-time user intent analysis.
Our Industry Experience
Healthcare
Ecommerce
Fintech
Travel and Tourism
Security
Automobile
Stocks and Insurance
Restaurant
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