AI, Data & Intelligence
LLM-Powered Agents
LLM-Powered Agents within our generative ai & llm engineering services, scoped after a short discovery conversation.
Capability overview
What llm-powered agents involves
LLM-Powered Agents within our generative ai & llm engineering services, scoped after a short discovery conversation.
How we work
How we deliver llm-powered agents
Identify high-value use cases
Candidate use cases scored on business value, data availability, risk and effort, with one or two chosen for a first release.
Prepare data and guardrails
Data access, quality checks, privacy controls and the rules for what the system may and may not do, agreed before any model is built.
Build proof of concept
A working prototype on real, representative data, built in weeks rather than months, to test whether the idea holds.
Evaluate with real cases
Accuracy, failure modes and user acceptance measured against a labelled test set and reviewed with domain experts.
Deploy with monitoring
Production rollout with drift, quality and cost monitoring, human escalation paths and a schedule for retraining or re-evaluation.
Related capabilities
Related capabilities in Generative AI & LLM Engineering
Prompt Engineering
Systematic design, testing and versioning of the instructions that drive language model behaviour, so outputs are accurate, consistently formatted and stable when models or inputs change.
LLM Integration
Adding large language model capabilities to existing applications through provider APIs, handling streaming, structured output, rate limits, retries, data redaction and switching between providers.
Model Fine-Tuning
Adapting language models to your tasks, terminology and output formats with supervised fine-tuning and parameter-efficient methods such as LoRA, when prompting and retrieval are not enough.
Vector Database Solutions
Selection, design and operation of vector databases for AI search and retrieval, from pgvector inside PostgreSQL to dedicated engines such as Qdrant, Weaviate, Milvus or Pinecone, tuned for recall, speed and cost.
Explore further
Explore connected pages
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Where this applies
Healthcare & Life Sciences
Technology systems for regulated environments where privacy, auditability and continuity…
Manufacturing & Industrial
Connected operations, asset, field, supply chain and industrial platforms for complex operating…
Banking, Financial Services & Insurance
Technology systems for regulated environments where privacy, auditability and continuity…
E-Commerce
Digital platforms for customer experience, operations, commerce, content, marketing and service…
Next step
Discuss llm-powered agents with Acmez
Share what you need to change, build, integrate or support. We will map the practical next step.