LLM Evaluation Health Check
Find out where one RAG or agent workflow fails, why, and what to fix first.
- Price
- EUR 2,950 excl. VAT Fixed project fee
- Time
- About 5 working days
- Scope
- One RAG or agent workflow, up to 50 test cases
GraphRAG Readiness Assessment
An independent view on whether a knowledge graph will improve your retrieval, before you commit engineering time.
At a glance
- Price
- EUR 2,950 excl. VAT Fixed project fee
- Time
- About one week After access and scope are agreed
- Scope
- One use case and its data
Contracted with and invoiced by MILEAWAY AI SYSTEMS LIMITED.
Who it's for
Teams considering a knowledge graph or GraphRAG for search, question answering or an agent, who want to know whether it is worth the effort for their data and their users' questions.
- Teams already running Neo4j who want to put their graph to work behind an LLM
- Products whose questions depend on relationships, such as customers, accounts, policies, claims or transactions
- Startups weighing a knowledge graph against better vector or hybrid search
The problem it solves
GraphRAG is often proposed as the fix for weak retrieval. Sometimes it is the right answer; sometimes better chunking, metadata or hybrid search would deliver more for less. The choice is hard to reverse once a team has built around it.
What I look at
- The questions your users actually ask, and which of them depend on relationships between entities
- Your data, what it would take to model it as a graph, and what is missing
- Graph, vector and hybrid retrieval options, with the trade-offs for your case
What you get
- An assessment of the use case, the questions users ask and the data available
- A comparison of graph, vector and hybrid approaches for your case
- An architecture recommendation, with its trade-offs
- A phased roadmap, including what to build and evaluate first
- A walk-through of the findings with your team
Scope, price and limits
- One use case or product area
- Representative data samples and existing documentation
Limits. The recommendation is based on the samples, documentation and questions provided during the assessment. It is not a build or a performance guarantee. Implementation is scoped separately, for example as a Knowledge Graph Prototype Sprint.
- Price
- EUR 2,950 excl. VAT Fixed project fee
- Time
- About one week After access and scope are agreed
Prices are in euro and exclude VAT, which is added where applicable. Any third-party costs, such as model or cloud usage, are confirmed in the quotation. Engagements are contracted with and invoiced by MILEAWAY AI SYSTEMS LIMITED.
Next step
Send me a short description of the use case and the data involved. I'll reply to arrange a discovery call.
How it works
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Discovery
A short call about the use case, the data and what decision you need to make.
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Agreed scope
A written scope and fixed-fee quotation covering the use case, the data samples, access and timing.
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Assessment
I review the questions and the data, and compare graph, vector and hybrid options for your case.
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Recommendation
The architecture recommendation and roadmap, walked through with your team.
Why work with me
I've built AI systems in financial services and insurance, and I speak and write in public about evaluating LLMs and putting knowledge graphs to work. You can check all of it.
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Speaker, NODES 2025
Building Contextual Knowledge Graphs to Adapt, Evaluate, and Leverage LLMs
Watch the session on YouTube -
Recognition
Neo4j Featured Community Member, November 2025
Read the feature on neo4j.com -
Writing
Evaluating a Fine-Tuned LLM Using a Knowledge Graph and Ground Truth Data
Read the article on Medium -
Experience
Production AI, including financial services and insurance
Experience on LinkedIn
Questions
Do we need to be using Neo4j already?
No. If you already run Neo4j, I assess how your existing graph could support retrieval. If you don't, the assessment covers whether a graph is worth adding at all.
Will you always recommend a knowledge graph?
No. If better chunking, metadata or hybrid search would do more for less, the recommendation says so.
What happens after the assessment?
Your team can build from the roadmap, or I can scope a Knowledge Graph Prototype Sprint to test the recommended approach on your data.
How do you handle confidential data?
Access, data handling and confidentiality terms are agreed in writing as part of the scope, before any work starts. I only ask for the access the agreed work needs.
Other packages
Knowledge Graph Prototype Sprint
A working Neo4j and GraphRAG prototype on your own data, with evaluations built in.
- Price
- EUR 7,500–12,000 excl. VAT Guide range; a fixed price is agreed in the quotation after scoping
- Time
- 2–3 weeks
- Scope
- One data slice and set of questions