Retrieval-Augmented Generation Contracts in the UK excluding London

Retrieval-Augmented Generation (RAG)
UK > UK excluding London

The table below provides summary statistics for contract job vacancies advertised in the UK excluding London requiring Retrieval-Augmented Generation skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Retrieval-Augmented Generation over the 6 months leading up to 17 August 2025, comparing them to the same period in the previous two years.

6 months to
17 Aug 2025
Same period 2024 Same period 2023
Rank 349 366 -
Rank change year-on-year +17 - -
Contract jobs citing Retrieval-Augmented Generation 17 4 0
As % of all contract jobs advertised in the UK excluding London 0.11% 0.022% -
As % of the Processes & Methodologies category 0.12% 0.027% -
Number of daily rates quoted 15 4 0
10th Percentile £370 £472 -
25th Percentile £413 £476 -
Median daily rate (50th Percentile) £507 £488 -
Median % change year-on-year +3.84% - -
75th Percentile £588 £508 -
90th Percentile £808 £510 -
UK median daily rate £522 £625 -
% change year-on-year -16.48% - -

All Process and Methodology Skills
UK excluding London

Retrieval-Augmented Generation falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills in the UK excluding London.

Contract vacancies with a requirement for process or methodology skills 13,803 15,081 19,303
As % of all contract IT jobs advertised in the UK excluding London 89.30% 83.02% 88.28%
Number of daily rates quoted 8,279 9,085 12,938
10th Percentile £240 £250 £260
25th Percentile £368 £388 £400
Median daily rate (50th Percentile) £475 £500 £500
Median % change year-on-year -5.00% - -
75th Percentile £575 £600 £600
90th Percentile £650 £688 £688
UK median daily rate £500 £525 £544
% change year-on-year -4.76% -3.49% -1.09%
Number of hourly rates quoted 1,371 1,516 1,195
10th Percentile £13.81 £13.69 £14.25
25th Percentile £16.95 £16.50 £17.48
Median hourly rate £23.00 £42.50 £37.50
Median % change year-on-year -45.88% +13.33% +70.45%
75th Percentile £45.00 £65.00 £65.00
90th Percentile £70.00 £75.00 £76.00
UK median hourly rate £25.15 £40.94 £41.27
% change year-on-year -38.57% -0.80% +55.74%

Retrieval-Augmented Generation
Job Vacancy Trend in the UK excluding London

Job postings citing Retrieval-Augmented Generation as a proportion of all IT jobs advertised in the UK excluding London.

Job vacancy trend for Retrieval-Augmented Generation in the UK excluding London

Retrieval-Augmented Generation
Contractor Daily Rate Trend in the UK excluding London

3-month moving average daily rate quoted in jobs citing Retrieval-Augmented Generation in the UK excluding London.

Daily rate trend for Retrieval-Augmented Generation in the UK excluding London

Retrieval-Augmented Generation
Daily Rate Histogram in the UK excluding London

Daily rate distribution for jobs citing Retrieval-Augmented Generation in the UK excluding London over the 6 months to 17 August 2025.

Daily rate histogram for Retrieval-Augmented Generation in the UK excluding London

Retrieval-Augmented Generation
Contract Job Locations in the UK excluding London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Retrieval-Augmented Generation within the UK excluding London region over the 6 months to 17 August 2025. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
North of England -8 8 £450 -7.83% 23
North West -4 7 £474 -3.02% 18
South East - 5 £475 - 22
East of England - 2 £788 - 11
North East - 1 £450 - 3
South West - 1 £550 - 5
Scotland - 1 £500 - 5
Retrieval-Augmented Generation
UK

Retrieval-Augmented Generation
Co-occurring Skills and Capabilities in the UK excluding London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (17.65%) Apache Spark
2 1 (5.88%) Apache
Applications
1 6 (35.29%) Chatbot
Cloud Services
1 9 (52.94%) Azure
2 8 (47.06%) AWS
3 6 (35.29%) Amazon Bedrock
4 4 (23.53%) Amazon S3
4 4 (23.53%) Azure AI
4 4 (23.53%) Vertex AI
5 3 (17.65%) Amazon EC2
5 3 (17.65%) GCP
6 2 (11.76%) Amazon EKS
6 2 (11.76%) Snowflake
6 2 (11.76%) WhatsApp
7 1 (5.88%) Amazon OpenSearch
7 1 (5.88%) Amazon SageMaker
7 1 (5.88%) AWS CodePipeline
7 1 (5.88%) Azure AKS
7 1 (5.88%) Azure App Service
7 1 (5.88%) Azure Cognitive Services
7 1 (5.88%) Azure DevOps
7 1 (5.88%) Azure Key Vault
7 1 (5.88%) Microsoft Copilot
Communications & Networking
1 1 (5.88%) SMS
Database & Business Intelligence
1 4 (23.53%) Pinecone
1 4 (23.53%) PostgreSQL
2 3 (17.65%) Big Data
2 3 (17.65%) MongoDB
2 3 (17.65%) NoSQL
3 2 (11.76%) Data Warehouse
3 2 (11.76%) Relational Database
4 1 (5.88%) Amazon RDS
4 1 (5.88%) DynamoDB
4 1 (5.88%) Hadoop
General
1 3 (17.65%) Finance
2 2 (11.76%) Pharmaceutical
2 2 (11.76%) Telecoms
3 1 (5.88%) Aerospace
3 1 (5.88%) Analytical Skills
3 1 (5.88%) Financial Institution
3 1 (5.88%) Public Sector
Job Titles
1 7 (41.18%) Artificial Intelligence Engineer
2 3 (17.65%) Architect
2 3 (17.65%) Data Engineer
2 3 (17.65%) Lead
3 2 (11.76%) Artificial Intelligence Architect
3 2 (11.76%) Solutions Architect
3 2 (11.76%) Technical Leader
4 1 (5.88%) Artificial Intelligence Developer
4 1 (5.88%) Azure Developer
4 1 (5.88%) Developer
4 1 (5.88%) Junior
4 1 (5.88%) Security Architect
4 1 (5.88%) Senior
4 1 (5.88%) Senior Data Engineer
4 1 (5.88%) Software Engineer
4 1 (5.88%) Trainer
Libraries, Frameworks & Software Standards
1 7 (41.18%) LangChain
2 4 (23.53%) CrewAI
3 3 (17.65%) Kafka
4 2 (11.76%) Faiss
4 2 (11.76%) FHIR
4 2 (11.76%) Gradio
4 2 (11.76%) LangGraph
4 2 (11.76%) Streamlit
5 1 (5.88%) Express.js
5 1 (5.88%) FastAPI
5 1 (5.88%) GraphQL
5 1 (5.88%) Hugging Face
5 1 (5.88%) REST
Miscellaneous
1 5 (29.41%) Data Protection Act
2 4 (23.53%) AI Agents
2 4 (23.53%) Autonomous Agent
3 2 (11.76%) Life Science
4 1 (5.88%) Algorithms
4 1 (5.88%) Enterprise Software
4 1 (5.88%) NHS
Processes & Methodologies
1 17 (100.00%) Artificial Intelligence
1 17 (100.00%) LLM
2 13 (76.47%) Machine Learning
3 6 (35.29%) Conversational UI
4 5 (29.41%) Data Protection
4 5 (29.41%) Generative AI
4 5 (29.41%) Prompt Engineering
5 4 (23.53%) Artificial Intelligence Engineering
5 4 (23.53%) Containerisation
5 4 (23.53%) Data Science
5 4 (23.53%) Memory Management
5 4 (23.53%) Multi-Agent System
5 4 (23.53%) Natural Language Processing
5 4 (23.53%) Observability
5 4 (23.53%) Semantic Search
6 3 (17.65%) API Integration
6 3 (17.65%) CI/CD
6 3 (17.65%) Customer Experience
6 3 (17.65%) MLOps
6 3 (17.65%) Prototyping
Programming Languages
1 6 (35.29%) Python
2 5 (29.41%) SQL
3 1 (5.88%) Bicep
3 1 (5.88%) Go
3 1 (5.88%) TypeScript
Qualifications
1 3 (17.65%) MCP
2 2 (11.76%) Security Cleared
3 1 (5.88%) SC Cleared
Quality Assurance & Compliance
1 1 (5.88%) GDPR
1 1 (5.88%) HL7
1 1 (5.88%) ISO/IEC 27001
1 1 (5.88%) SLA
1 1 (5.88%) SNOMED CT
System Software
1 3 (17.65%) Docker
Systems Management
1 2 (11.76%) Kubernetes
2 1 (5.88%) Argo
2 1 (5.88%) Terraform
Vendors
1 4 (23.53%) Google
2 3 (17.65%) Microsoft
3 2 (11.76%) Databricks
4 1 (5.88%) CrowdStrike
4 1 (5.88%) OpenAI