Hours of manual research
Teams spend valuable time reading profiles, validating experience and manually building shortlists.
AI-powered expert matching
Expert Match AI
Discover, evaluate and rank the best subject matter experts in seconds using advanced AI-powered semantic search, multi-model scoring and explainable recommendations.
Expert Match AI helps expert networks, consulting firms, recruitment agencies and enterprises find the right people faster with greater accuracy and confidence.
White-label ready
API-first platform
Enterprise secure
Deploy on your cloud
500K+Expert profiles searchable
3AI models score every expert
5Automated quality checks
95%First-result matching accuracy
Trusted by leading organisations
REC
DUX
Third Bridge
freeads
Hästens
Voi
Wayflyer
Klarna
Finding the right expert shouldn't take hours
Traditional expert discovery relies on manual research, keyword searches and personal knowledge. As databases grow, finding the best match becomes slower and harder to scale.
Difficult to scale
As demand increases, organisations need more recruiters instead of smarter technology.
Subjective decision making
Different recruiters often produce different results for the same request, reducing consistency.
Poor visibility across talent pools
Thousands of profiles remain hidden because traditional search relies heavily on keywords.
Knowledge locked inside teams
The best decisions depend on individual experience rather than an intelligent, repeatable system.
Limited search accuracy
Keyword searches miss qualified experts whose experience is described differently.
AI that understands expertise, not just keywords
Semantic AI search, intelligent ranking and explainable recommendations help organisations shortlist the right experts in minutes.
AI search
AI-powered expert discovery
Describe your requirements in natural language and let AI instantly search thousands of expert profiles using semantic understanding.
Search thousands of experts in seconds
Context-aware AI
Semantic + hybrid (BM25) search
Expert Match AI understands industries, experience, certifications and context to surface experts that truly fit your requirements.
Context-aware AI ranking
Multi-model
Multi-model AI ranking
Run searches across OpenAI, Anthropic and Google models to improve recommendation quality and reduce ranking bias.
Compare multiple AI models
Skill extraction
AI skill extraction
Automatically extract specialist skills, industries, certifications and expertise from every profile.
Automatic expertise recognition
Explainability
Explainable AI recommendations
Every recommendation is backed by transparent evidence, confidence scores and skill-level reasoning.
Transparent AI decisions
Workflow
Faster expert identification
Move from search to expert evaluation in minutes using intelligent recommendations and detailed profile analysis.
Reduce discovery from hours to minutes
From client brief to expert match in seconds
A simple business request becomes a ranked, explainable shortlist through an intelligent AI-powered workflow.
Describe your requirements
Enter a request in plain English or upload a job description, project brief, PDF or document.
Intelligent semantic search
Search your expert database based on meaning rather than keywords.
Multi-model AI evaluation
Up to three AI models evaluate every expert and generate confidence scores.
AI recommendation summary
Each expert includes an explanation of qualifications, experience and matching criteria.
Automated quality validation
AI detects weak evidence, inconsistent scores and missing skills.
Ranked expert shortlist
Receive a prioritised shortlist with scores, reasoning and matched skills.
See this workflow in action
Walk through Expert Match AI with your own expert data.
Measurable business impact with AI-powered expert discovery
Transform how your organisation identifies expertise, accelerates delivery and scales operations.
Reduce search time
Identify the right experts in seconds instead of reviewing profiles manually.
Improve matching accuracy
Multi-model AI consistently identifies higher-quality matches.
Scale without increasing headcount
Process more client requests without expanding research teams.
Deliver consistent recommendations
Apply the same explainable evaluation criteria to every search.
Increase client satisfaction
Respond faster with better expert recommendations.
Unlock hidden expertise
Discover qualified experts missed by traditional keyword searches.
Every expert evaluated. Every recommendation explained.
Make faster, data-driven decisions with multi-model evaluation, confidence scoring and quality validation.
Multi-model AI evaluation
Compare independent assessments for accurate, balanced recommendations.
- Reduced ranking bias
- Higher confidence
- Balanced evaluation
Intelligent confidence scoring
Understand how strongly each expert matches your request.
- Skill relevance
- Industry experience
- Evidence quality
Automated quality validation
Identify missing skills, weak evidence and inconsistent rankings.
AI-powered expert intelligence
Generate deeper profile insights, summaries, strengths and interview guidance.
Explainable AI recommendations
See matching skills, relevant industries, qualifications and confidence level.
AI vetting analysis
Go beyond match scores with explainable AI
Every recommended expert includes a structured AI vetting report, so your team can shortlist with confidence.
Deep vetting analysis
FOR RICHARD GARNERExecutive summary
Richard Garner is strongly recommended for engagements involving cybersecurity strategy, IT project risk and technology-related dispute resolution. His profile shows deep, hands-on experience across enterprise security, network architecture and expert witness work.
This assessment is validated by three independent AI models, giving a high-confidence recommendation for shortlisting.
Cybersecurity Strong
Multiple leadership roles delivering security transformation programmes for global enterprises, with evidence of governance, incident response and risk-management ownership.
- Cybersecurity
- Network security
- IT project failure
- Technology valuation
Verified strengths
- Extensive experience: More than two decades leading cybersecurity and IT transformation programmes.
- Expert witness capability: Repeatedly instructed on complex technology disputes.
- Cross-domain credibility: Technical fluency with commercial and governance perspective.
Potential gaps
- Limited public sector exposure: Career history is weighted towards private-sector enterprises.
- Recent cloud-native evidence: Recent programmes emphasise hybrid infrastructure over greenfield cloud-native architecture.
Mitigation: Confirm current cloud certifications and recent AWS or Azure delivery references during the intake call.
Everything in one AI report
Executive summary
Skill validation
Verified strengths
Potential gaps
Built for organisations that need the right expertise, fast
Discover subject matter experts, consultants, candidates and internal specialists faster and more accurately.
Expert networks
Deliver high-quality expert matches to clients in seconds.
Consulting firms
Identify consultants with the right industry and project experience.
Recruitment agencies
Accelerate candidate discovery with semantic search.
Executive search firms
Find leadership talent with explainable AI recommendations.
Investment and private equity
Identify specialists for due diligence and investment analysis.
Legal and compliance
Find professionals with niche regulatory knowledge.
Research organisations
Identify experts for interviews, surveys and advisory work.
Enterprise knowledge management
Unlock expertise already inside your organisation.
Professional services
Match consultants and specialists to projects accurately.
Find out how it fits your organisation
Tell us about your expert discovery challenges.
Why organisations choose Expert Match AI
Enterprise-grade AI, explainable recommendations, flexible deployment and seamless integrations.
AI-powered discovery
Understand context, industries and experience.
Explainable recommendations
See scores, skills and reasoning.
Multi-model evaluation
Reduce bias with independent models.
Enterprise security
Retain control of infrastructure and data.
White-label ready
Use your own brand and workflows.
API-first architecture
Integrate with existing systems.
Highly scalable
Manage thousands or millions of profiles.
Continuous improvement
Optimise ranking and search quality.
Enterprise security built into every deployment
Complete control over data, infrastructure and AI models.
Private cloud deployment
Deploy within AWS, Azure or Google Cloud.
Your data stays yours
Data remains within your infrastructure.
Enterprise authentication
Integrate SSO and identity providers.
Role-based access control
Control access to search, data and settings.
Complete audit logs
Track searches, updates and AI interactions.
Secure API integrations
Connect CRM, ATS, HR and internal systems.
Questions about deployment or data security?
Talk to our team about private cloud, SSO and compliance.
Your infrastructure. Your data. Our AI.
Deploy within your own cloud while maintaining control over security and models.
Deploy to your environment
AWS, Azure, Google Cloud or private infrastructure.
Connect existing systems
CRM, ATS, HR, databases and enterprise applications.
Choose your AI models
OpenAI, Claude, Gemini or private LLMs.
Continuous optimisation
Improve models, ranking and search quality.
More than expert search, a complete AI discovery platform
Manage, analyse and improve expert discovery workflows.
AI chat assistant
Ask questions and compare experts.
Advanced filters
Filter by industry, geography and experience.
Search history
Revisit previous sessions.
Expert bookmarks
Create reusable shortlists.
Email composer
Generate personalised outreach.
Bulk expert import
Import thousands of profiles.
REST API
Connect business applications.
Webhooks
Trigger downstream workflows.
Search analytics
Track quality and adoption.
Audit logs
Maintain complete visibility.
Customised to fit your business
Adapt Expert Match AI to your workflows, infrastructure and brand.
Deployment options
- White-label platform
- Private cloud
- On-premise
- SaaS deployment
- Hybrid architecture
Enterprise integrations
- CRM and ATS
- HRMS
- Internal databases
- Salesforce
- Single Sign-On
Customisation services
- Custom branding
- Model selection
- Workflow automation
- Custom dashboards
- Data migration
Ongoing services
- AI optimisation
- Maintenance
- Model updates
- Technical support
- Feature enhancements
Built by AI and enterprise software experts
For more than 20 years, Evangelist Apps has helped organisations build secure, scalable digital products.
The beginning
Founded to build high-quality digital products.
Mobile innovation
Expanded into enterprise iOS and Android applications.
Enterprise software
Scaled into full-stack software engineering.
Cloud and business platforms
Strengthened cloud, CRM and integration expertise.
AI-first innovation
Launched AI platforms using LLMs, semantic search and automation.
Enterprise AI technology built for scale
Modern AI technology combined with secure enterprise software architecture.
Frontend
- Django templates
- HTML5 and CSS3
- JavaScript
- Responsive UI
Backend
- Django 4.2
- REST Framework
- JWT authentication
- Gunicorn
AI and machine learning
- Vector embeddings
- FAISS search
- Cross-encoder ranking
- GPT, Claude and Gemini
Search and intelligence
- Semantic search
- Multi-model scoring
- Confidence scoring
- Explainable AI
Data layer
- MySQL
- Django ORM
- Secure storage
Enterprise security
- Role-based control
- Secure REST APIs
- Private cloud
Deployment
- AWS
- Google Cloud
- Microsoft Azure
- On-premise
Find the right expert in minutes, not days.
Book a personalised demo and see how Expert Match AI searches thousands of profiles, ranks the strongest matches and explains every recommendation.
Semantic AI search
Explainable recommendations
Enterprise ready
Book a FREE demo →
Private cloud • Custom AI models • Enterprise security • API integrations
Frequently asked questions
Everything you need to know about Expert Match AI
Expert Match AI is an enterprise AI platform that helps organisations discover, evaluate and rank experts using semantic search, multi-model scoring and explainable recommendations.
Enter a query or upload a project brief. AI analyses the requirements, searches expert profiles, ranks experts and generates explainable recommendations.
Yes. Secure REST APIs integrate with CRM, ATS, HR, database and custom enterprise applications.
Yes. Deploy on AWS, Azure, Google Cloud, private cloud or on-premise infrastructure.
The platform supports OpenAI, Anthropic Claude, Google Gemini and private Large Language Models.
Yes. White-label deployment, custom branding, workflow customisation, model tuning and API integrations are available.
Yes. Expert profiles can remain within your infrastructure with enterprise authentication and access controls.
Expert networks, consulting firms, recruitment agencies, executive search firms, research companies, professional services and enterprises.
