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
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
Expert Match AI combines semantic AI search, intelligent ranking and explainable recommendations to help organisations discover, evaluate and shortlist the right experts in minutes instead of hours.
AI search
AI-powered expert discovery
Describe your requirements in natural language and let AI instantly search thousands of expert profiles using semantic understanding rather than keyword matching.
Search thousands of experts in seconds
Context-aware AI
Semantic + hybrid (BM25) search
Traditional search finds keywords. 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 multiple leading AI models including OpenAI, Anthropic and Google to improve recommendation quality and reduce ranking bias.
Compare multiple AI models
Skill extraction
AI skill extraction
Automatically extracts specialist skills, industries, certifications and expertise from every profile to build accurate expert matches.
Automatic expertise recognition
Explainability
Explainable AI recommendations
Every recommendation is backed by transparent evidence, confidence scores and skill-level reasoning so you always understand why an expert was selected.
Transparent AI decisions
Workflow
Faster expert identification
Move from search to expert evaluation in minutes using AI-powered ranking, detailed profile analysis and intelligent recommendations.
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
Type a search request in plain English or upload a job description, project brief, PDF, or document. AI automatically understands the required expertise, industries, skills, and experience.
Intelligent semantic search
The platform searches your expert database using semantic AI, identifying relevant experts based on meaning rather than keywords.
Multi-model AI evaluation
Up to three independent AI models evaluate every expert against your requirements, generating confidence scores and ranking recommendations.
AI recommendation summary
Each shortlisted expert includes a concise AI-generated explanation highlighting their strongest qualifications, relevant experience, and matching criteria.
Automated quality validation
AI performs multiple validation checks to detect weak evidence, inconsistent scoring, missing skills, or conflicting recommendations.
Ranked expert shortlist
Receive a prioritised shortlist complete with confidence scores, AI reasoning, matched skills, and actionable recommendations ready to share with clients.
See this workflow in action
Walk through Expert Match AI with your own expert data.
Measurable business impact with AI-powered expert discovery
Expert Match AI doesn't just improve search, it transforms how organisations identify expertise, accelerate delivery, and scale operations.
Reduce search time
Identify the right experts in seconds instead of reviewing profiles manually.
Improve matching accuracy
Multi-model AI evaluates every recommendation, helping teams consistently find higher-quality expert matches.
Scale without increasing headcount
Process more client requests and support business growth without expanding recruitment or research teams.
Deliver consistent recommendations
AI applies the same evaluation criteria to every search, ensuring consistent and explainable results across your organisation.
Increase client satisfaction
Respond faster with better expert recommendations, improving customer confidence and repeat business.
Unlock hidden expertise
Discover qualified experts who would otherwise be missed by traditional keyword searches.
Every expert evaluated. Every recommendation explained.
Expert Match AI goes beyond keyword matching by evaluating every expert using multiple AI models, confidence scoring, and intelligent quality validation, helping your team make faster, data-driven decisions with confidence.
Multi-model AI evaluation
Every expert profile is independently analysed by up to three advanced AI models. Instead of relying on a single algorithm, Expert Match AI compares multiple AI assessments to deliver more accurate and balanced recommendations.
- Multi-model expert evaluation
- Reduced ranking bias
- Higher recommendation confidence
Intelligent confidence scoring
Every recommendation receives an AI-generated confidence score based on multiple evaluation signals, helping users instantly understand how well an expert matches the request.
The confidence score considers:
- Skill relevance
- Industry experience
- Domain expertise
- AI model agreement
- Evidence quality
- Profile completeness
Automated quality validation
Before an expert reaches your shortlist, Expert Match AI automatically performs multiple quality checks to identify potential issues.
AI validates:
- Missing critical skills
- Weak supporting evidence
- Inconsistent AI rankings
- Duplicate recommendations
- Low-confidence matches
This ensures every recommendation meets a consistent quality standard.
AI-powered expert intelligence
Need to know more before contacting an expert? Expert Match AI can generate deeper profile insights, summarise expertise, highlight strengths, identify potential risks, and provide interview preparation guidance — all powered by AI.
Explainable AI recommendations
Every recommendation includes a transparent explanation showing why an expert was selected. Rather than presenting a simple score, the platform explains:
- Matching skills
- Relevant industries
- Similar project experience
- Key qualifications
- Confidence level
This builds trust and helps recruiters confidently share recommendations with clients.
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 a strongly recommended candidate 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 based on evidence extracted from his career history and validated by three independent AI models, giving a high-confidence recommendation for shortlisting.
Cybersecurity
StrongMultiple leadership roles delivering security transformation programmes for global enterprises, with clear evidence of governance, incident response, and risk-management ownership.
Published contributions and expert witness testimony reinforce depth in network security and technology valuation across regulated industries.
Cybersecurity
Network Security
IT Project Failure
Technology Valuation
VERIFIED STRENGTHS
-
✓
Extensive Experience
Over two decades leading cybersecurity and IT transformation programmes for FTSE 100 and Fortune 500 organisations.
-
✓
Proven Expert Witness Capability
Repeatedly instructed on complex IT and technology disputes, with testimony accepted in commercial and regulatory proceedings.
-
✓
Cross-Domain Credibility
Combines deep technical fluency with commercial and governance perspective, spanning security, valuation and project delivery.
POTENTIAL GAPS
-
⚠ Limited Public Sector Exposure Low
Career history skews strongly toward private-sector enterprises, with fewer engagements in central government or defence.
Mitigation: Pair with a public-sector SME on any regulated government mandate to cover procurement and policy nuance. -
⚠ Recent Cloud-Native Evidence Low
Most recent security programme evidence emphasises hybrid infrastructure over greenfield cloud-native architectures.
Mitigation: Confirm current cloud certifications or recent AWS/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
Whether you're matching subject matter experts, consultants, candidates, or internal specialists, Expert Match AI helps teams discover the best people faster, more accurately, and at scale.
Expert networks
Reduce manual research and deliver high-quality expert matches to clients in seconds.
Consulting firms
Identify consultants with the right industry knowledge, technical expertise, and project experience for every engagement.
Recruitment agencies
Accelerate candidate discovery using AI-powered semantic search and intelligent ranking.
Executive search firms
Find senior executives and specialist leadership talent using explainable AI recommendations.
Investment and private equity
Quickly identify industry experts, advisors, and specialists for due diligence, market research, and investment analysis.
Legal and compliance
Find legal professionals with niche regulatory, litigation, or industry-specific knowledge.
Research organisations
Search extensive expert databases to identify subject matter experts for interviews, surveys, and advisory engagements.
Enterprise knowledge management
Unlock internal expertise by helping employees quickly identify colleagues with the right skills and experience.
Professional services
Improve resource allocation by matching consultants and specialists to client projects with greater accuracy.
Find out how it fits your organisation
Tell us about your expert discovery challenges.
Why organisations choose Expert Match AI
Purpose-built for organisations that need faster, smarter, and more accurate expert discovery. Expert Match AI combines enterprise-grade AI with explainable recommendations, flexible deployment, and seamless integrations to transform how teams identify and evaluate expertise.
AI-powered expert discovery
Go beyond traditional keyword searches. AI understands context, expertise, industries, and experience to surface the most relevant experts for every request.
Explainable AI recommendations
Every recommendation includes confidence scores, matched skills, and AI-generated reasoning, giving recruiters and decision-makers complete visibility into why an expert was selected.
Multi-model AI evaluation
Multiple AI models independently evaluate each expert, reducing bias and increasing confidence in every recommendation.
Enterprise security
Deploy securely within your own cloud or private infrastructure while maintaining full ownership and control of your data.
White-label ready
Launch Expert Match AI as your own branded solution with customisable workflows, UI, and business logic.
API-first architecture
Integrate seamlessly with existing CRMs, ATS platforms, HR systems, enterprise applications, and internal databases.
Highly scalable
Whether you manage 10,000 experts or millions of profiles, Expert Match AI is built to scale without compromising performance.
Continuous AI improvement
Our team continuously optimises search quality, AI models, and ranking performance to ensure your platform evolves alongside your business.
Enterprise security built into every deployment
Designed for organisations that require complete control over their data, infrastructure, and AI models.
Private cloud deployment
Deploy Expert Match AI securely within your own AWS, Azure, or Google Cloud environment.
Your data stays yours
Your expert profiles and business data remain within your infrastructure and are never used to train public AI models.
Enterprise authentication
Integrate with your existing identity provider using Single Sign-On (SSO) and enterprise authentication standards.
Role-based access control
Control who can search experts, manage data, configure AI settings, or access administration features.
Complete audit logs
Track every search, recommendation, profile update, and AI interaction for governance and compliance.
Secure API integrations
Connect Expert Match AI with your CRM, ATS, HR systems, and internal applications using secure REST APIs.
Enterprise-grade security allows organisations to adopt AI confidently without compromising privacy, compliance, or operational control.
Questions about deployment or data security?
Talk to our team about private cloud, SSO and compliance.
Your infrastructure. Your data. Our AI.
Deploy Expert Match AI within your own cloud or private infrastructure while maintaining complete control over your data, security, and AI models.
Deploy to your preferred environment
Install Expert Match AI on AWS, Microsoft Azure, Google Cloud Platform, or your private infrastructure with full deployment support from our engineering team.
Connect your existing systems
Integrate seamlessly with CRMs, ATS platforms, HR systems, internal databases, APIs, and enterprise applications without disrupting existing workflows.
Choose your AI models
Use OpenAI, Anthropic Claude, Google Gemini, or private Large Language Models depending on your security, compliance, and business requirements.
Continuous optimisation
We continuously optimise AI performance, search quality, model selection, and platform updates to ensure your deployment delivers maximum business value.
More than expert search, a complete AI discovery platform
Expert Match AI includes powerful enterprise features that help teams manage, analyse, and continuously improve expert discovery workflows.
AI chat assistant
Ask follow-up questions about experts, compare recommendations, and explore results using natural language.
Advanced filters
Filter experts by industry, geography, language, experience, availability, certifications, or custom attributes.
Search history
Automatically save every search so users can quickly revisit previous expert discovery sessions.
Expert bookmarks
Create reusable collections of shortlisted experts for projects, clients, or ongoing engagements.
Email composer
Generate personalised outreach emails directly from expert profiles using AI.
Bulk expert import
Import thousands of expert profiles using CSV files or API integrations with real-time processing.
REST API
Connect seamlessly with existing business applications using secure REST APIs and comprehensive developer documentation.
Webhooks and automation
Trigger downstream workflows automatically whenever searches, imports, or recommendations occur.
Search analytics
Track platform usage, search performance, recommendation quality, and user adoption with built-in analytics.
Audit logs
Maintain complete visibility into searches, AI recommendations, profile updates, and administrative actions.
Customised to fit your business
Whether you're launching a new AI-powered platform or enhancing an existing solution, Expert Match AI can be customised to fit your business, workflows, and infrastructure.
Deployment options
- White-label platform
- Private cloud deployment
- On-premise installation
- SaaS deployment
- Hybrid cloud architecture
Enterprise integrations
- CRM platforms
- Applicant Tracking Systems (ATS)
- HRMS
- Internal databases
- Enterprise knowledge bases
- Microsoft Dynamics
- Salesforce
- Custom REST APIs
- Single Sign-On (SSO)
Customisation services
- Custom branding
- AI model selection
- Workflow automation
- UI/UX personalisation
- Custom dashboards
- Data migration
- AI prompt engineering
- Business rule configuration
Ongoing services
- AI performance optimisation
- Platform maintenance
- Model updates
- Technical support
- Feature enhancements
Our engineering team works alongside your business to ensure Expert Match AI integrates seamlessly into your existing ecosystem while supporting your long-term growth.
Built by AI and enterprise software experts
For more than 20 years, Evangelist Apps has helped organisations build secure, scalable digital products. Today, we’re applying that experience to create enterprise AI platforms that solve real business challenges.
The beginning
Founded with a mission to build high-quality digital products that help businesses innovate and grow.
Mobile innovation
Expanded into native iOS and Android development, delivering enterprise-grade mobile applications for organisations worldwide.
Enterprise software
Scaled into full-stack software engineering, helping businesses modernise operations through custom enterprise applications.
Cloud and business platforms
Strengthened expertise across Microsoft technologies, CRM platforms, cloud infrastructure, and enterprise integrations.
AI-first innovation
Launched a new generation of AI-powered enterprise solutions, combining Large Language Models, semantic search, intelligent automation, and machine learning to solve complex business problems.
Enterprise AI technology built for scale
Expert Match AI combines modern AI technologies with enterprise-grade software architecture to deliver secure, scalable, and high-performance expert discovery.
Frontend
- Django templates
- HTML5
- CSS3
- JavaScript
- Responsive user interface
Backend
- Django 4.2
- Django REST Framework
- JWT authentication
- Gunicorn
- WhiteNoise
AI and machine learning
- Semantic search
- Vector embeddings
- Sentence transformers
- FAISS vector search
- Cross-encoder re-ranking
- OpenAI GPT models
- Anthropic Claude
- Google Gemini
- Private LLMs
Search and intelligence
- AI semantic search
- Intelligent re-ranking
- Multi-model expert scoring
- Confidence scoring
- Explainable AI
- AI recommendation engine
Data layer
- MySQL
- Django ORM
- Secure data storage
Enterprise security
- JWT authentication
- Role-based access control
- Secure REST APIs
- Private cloud deployment
- API authentication
Deployment
- AWS
- Google Cloud
- Microsoft Azure
- Private cloud
- On-premise deployment
Our flexible architecture allows organisations to deploy Expert Match AI within existing enterprise ecosystems while maintaining enterprise-grade security and performance.
Find the right expert in minutes, not days.
Book a personalised demo and see how Expert Match AI searches thousands of expert profiles, ranks the strongest matches and explains every recommendation — all in minutes.
✓ Semantic AI Search
✓ Explainable Recommendations
✓ Enterprise Ready
Book Your Live Demo →
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 AI scoring, and explainable recommendations.
Users enter a search query or upload a project brief. AI analyses the requirements, searches expert profiles using semantic understanding, ranks experts using multiple AI models, and generates explainable recommendations.
Yes. The platform provides secure REST APIs and can integrate with CRMs, ATS platforms, HR systems, internal databases, and custom enterprise applications.
Absolutely. Expert Match AI supports deployment on AWS, Microsoft Azure, Google Cloud Platform, private cloud environments, and on-premise infrastructure.
The platform supports OpenAI, Anthropic Claude, Google Gemini, and private Large Language Models depending on your business and security requirements.
Yes. We offer white-label deployment, custom branding, workflow customisation, AI model tuning, UI personalisation, and API integrations.
Yes. Your expert profiles remain within your own infrastructure. Expert Match AI is designed with enterprise-grade security, authentication, and access controls.
Expert Match AI is ideal for expert networks, consulting firms, recruitment agencies, executive search firms, healthcare organisations, research companies, professional services, and enterprises managing large expert databases.
