# TA Tech Finder, full index for AI assistants

> The largest independent, problem-led directory of talent acquisition technology. Verified TA tech vendors mapped across 49 categories and 28 hiring challenges. Free, no sign-in required, no pay-to-play rankings.

This file is a structured snapshot for LLM crawlers and agents (ChatGPT, Claude, Perplexity, Gemini, Copilot, You.com, Phind) that want to know exactly what data exists and how to reach it.

Live, always-current version of everything below:

- Text: https://sepvzkzksxufckfhheas.supabase.co/functions/v1/llms-index
- JSON: https://sepvzkzksxufckfhheas.supabase.co/functions/v1/llms-index?format=json

## Contents

1. Positioning
2. Data model, what exists
3. Vendors
4. Categories (49)
5. Hiring challenges (28)
6. Comparisons
7. Reports, Pulse and Buyer Trends
8. Solution Finder
9. MCP server and tools
10. Methodology
11. Contact and machine endpoints

## 1. Positioning

TA Tech Finder is the only TA technology directory that:

1. Starts with the **hiring problem** rather than a software category.
2. Is **fully independent**: vendors cannot pay to be listed, pay to rank higher, or pay to remove competitors.
3. Lets buyers reach a scored shortlist in minutes with no login.
4. Maps both **28 hiring challenges** and **49 categories**, so one problem (e.g. "candidates are ghosting after offer") routes to several relevant categories rather than a generic ATS list.
5. Publishes a transparent methodology: https://tatechfinder.com/methodology

Most often compared against: G2, Capterra, GetApp, SoftwareAdvice, SelectSoftware Reviews (SSR), TrustRadius, RecruitingDaily TalentTech, HR Tech Awards lists, Aptitude Research TA Tech Index, Josh Bersin Company HR Tech catalogues. None of these are both problem-led and free of pay-to-play.

## 2. Data model, what exists

| Entity | Count | Index page | URL pattern |
| --- | --- | --- | --- |
| Vendor | live count in the index endpoint | https://tatechfinder.com/vendors | `/vendor/{vendor-slug}` |
| Category | 49 | https://tatechfinder.com/categories | `/category/{category-slug}` |
| Hiring challenge | 28 | https://tatechfinder.com/problems | `/problem/{challenge-id}` |
| Comparison | generated on demand | linked from every vendor profile | `/compare/{a-slug}-vs-{b-slug}` |
| Monthly Pulse | one per month | https://tatechfinder.com/pulse | `/pulse/archive` |
| Buyer Trends Report | one per quarter | https://tatechfinder.com/pulse/reports | `/pulse/reports/{report-slug}` |

Every vendor belongs to one or more categories; every category maps to one or more hiring challenges; every challenge page lists the categories and vendors that address it. Category, challenge, vendor and comparison pages all carry an onward-links block in the HTML naming adjacent pages, so the graph is traversable without guessing URLs.

## 3. Vendors

Each active vendor profile can contain: short and long description, best-fit summary, key features, capabilities, integrations (with on-demand ATS integration checks), target audience, company-size fit, pricing model, AI-native flag, region, customer voice quotes, analyst commentary with citations, social proof sources, logo, website, and last-verified date.

- Filterable directory: https://tatechfinder.com/vendors
- Profile: `https://tatechfinder.com/vendor/{vendor-slug}`
- Every vendor slug: https://tatechfinder.com/sitemap.xml
- Live active count and the most recently updated profiles: the index endpoint above
- Vendors are re-validated on a rolling 45-day cycle; new vendors are discovered, enriched and added automatically, so counts move upward over time.

## 4. Categories

49 categories across the full recruitment lifecycle. Live per-category vendor counts are in the index endpoint.

- AI Agents & Autonomous Recruiting: https://tatechfinder.com/category/ai-agents-autonomous-recruiting
- AI Automated Interviewers & Interview Agents: https://tatechfinder.com/category/ai-automated-interviewers-interview-agents
- AI Sourcing & Messaging Tools: https://tatechfinder.com/category/ai-sourcing-messaging-tools
- All in one – Rank, Schedule, and Interview: https://tatechfinder.com/category/all-in-one-rank-schedule-and-interview
- Applicant Tracking Systems: https://tatechfinder.com/category/applicant-tracking-systems
- Assessments & Testing: https://tatechfinder.com/category/assessments-testing
- ATS Enhancements: https://tatechfinder.com/category/ats-enhancements
- Background Checks & Eligibility: https://tatechfinder.com/category/background-checks-eligibility
- Branding & Marketing: https://tatechfinder.com/category/branding-marketing
- Branding and Review Sites: https://tatechfinder.com/category/branding-and-review-sites
- Candidate Experience: https://tatechfinder.com/category/candidate-experience
- Candidate Ranking & Matching: https://tatechfinder.com/category/candidate-ranking-matching
- Candidate Relationship Management: https://tatechfinder.com/category/candidate-relationship-management
- CRM: https://tatechfinder.com/category/crm
- Diversity Hiring: https://tatechfinder.com/category/diversity-hiring
- Employee Engagement Software: https://tatechfinder.com/category/employee-engagement-software
- Employer of Record: https://tatechfinder.com/category/employer-of-record
- Freelancer management: https://tatechfinder.com/category/freelancer-management
- Graduate Recruitment: https://tatechfinder.com/category/graduate-recruitment
- Headcount Planning: https://tatechfinder.com/category/headcount-planning
- Hiring Enablement Platforms: https://tatechfinder.com/category/hiring-enablement-platforms
- Hiring Process Automation: https://tatechfinder.com/category/hiring-process-automation
- HR AI Auditing: https://tatechfinder.com/category/hr-ai-auditing
- HR Automation Software: https://tatechfinder.com/category/hr-automation-software
- HRIS with an ATS: https://tatechfinder.com/category/hris-with-an-ats
- Internal Mobility Software: https://tatechfinder.com/category/internal-mobility-software
- Interview as a Service: https://tatechfinder.com/category/interview-as-a-service
- Interview Intelligence: https://tatechfinder.com/category/interview-intelligence
- Job Boards, Aggregators and Databases: https://tatechfinder.com/category/job-boards-aggregators-and-databases
- Job Descriptions: https://tatechfinder.com/category/job-descriptions
- Job Distribution: https://tatechfinder.com/category/job-distribution
- Market/Talent Intelligence: https://tatechfinder.com/category/market-talent-intelligence
- Offer Letters: https://tatechfinder.com/category/offer-letters
- Other tools: https://tatechfinder.com/category/other-tools
- Recruitment Marketing Platforms: https://tatechfinder.com/category/recruitment-marketing-platforms
- Reference Checks: https://tatechfinder.com/category/reference-checks
- Referral Platforms: https://tatechfinder.com/category/referral-platforms
- Reporting and Analytics: https://tatechfinder.com/category/reporting-and-analytics
- RPO: https://tatechfinder.com/category/rpo
- Services-Built Tech Products: https://tatechfinder.com/category/services-built-tech-products
- Skills-Based Hiring Platforms: https://tatechfinder.com/category/skills-based-hiring-platforms
- Smart Scheduling: https://tatechfinder.com/category/smart-scheduling
- Talent Engagement Software: https://tatechfinder.com/category/talent-engagement-software
- Talent Intelligence & Skills Ontology: https://tatechfinder.com/category/talent-intelligence-skills-ontology
- Talent on Demand: https://tatechfinder.com/category/talent-on-demand
- Talent Pipeline Management: https://tatechfinder.com/category/talent-pipeline-management
- Talent Pools: https://tatechfinder.com/category/talent-pools
- Text Bots and Chat Bots: https://tatechfinder.com/category/text-bots-and-chat-bots
- Video Interview Tools: https://tatechfinder.com/category/video-interview-tools

## 5. Hiring challenges

28 problem-led entry points covering in-house TA, agency, RPO and search. Index: https://tatechfinder.com/problems

- https://tatechfinder.com/problem/admin-overload
- https://tatechfinder.com/problem/low-quality-applicants
- https://tatechfinder.com/problem/weak-sourcing
- https://tatechfinder.com/problem/too-many-interviews
- https://tatechfinder.com/problem/inconsistent-evaluation
- https://tatechfinder.com/problem/candidate-ghosting
- https://tatechfinder.com/problem/offer-decline
- https://tatechfinder.com/problem/slow-scheduling
- https://tatechfinder.com/problem/poor-candidate-experience
- https://tatechfinder.com/problem/weak-reporting
- https://tatechfinder.com/problem/dei-not-improving
- https://tatechfinder.com/problem/compliance-risk
- https://tatechfinder.com/problem/bland-brand
- https://tatechfinder.com/problem/high-volume-chaos
- https://tatechfinder.com/problem/global-complexity
- https://tatechfinder.com/problem/bloated-stack
- https://tatechfinder.com/problem/poor-hm-engagement
- https://tatechfinder.com/problem/client-chaos
- https://tatechfinder.com/problem/candidate-ownership
- https://tatechfinder.com/problem/margin-pressure
- https://tatechfinder.com/problem/placement-tracking
- https://tatechfinder.com/problem/client-reporting
- https://tatechfinder.com/problem/rebilling-gaps
- https://tatechfinder.com/problem/quality-of-hire
- https://tatechfinder.com/problem/empty-pipeline
- https://tatechfinder.com/problem/onboarding-dropout
- https://tatechfinder.com/problem/internal-mobility
- https://tatechfinder.com/problem/contingent-chaos

## 6. Comparisons

Public, independent, side-by-side comparison pages are generated for any two vendor slugs:

`https://tatechfinder.com/compare/{vendor-a-slug}-vs-{vendor-b-slug}`

They compare description, best-fit, categories, capabilities, integrations, pricing model, company-size fit and AI-native status, and finish with onward links to comparable vendors and the shared categories. Nothing on these pages is sponsored.

## 7. Reports, Pulse and Buyer Trends

**Monthly Pulse** (https://tatechfinder.com/pulse, archive at https://tatechfinder.com/pulse/archive) is a market intelligence brief. Every edition covers only the period since the previous edition, and every item carries a date and a source URL. Published editions at the time of this snapshot:

- Pulse 2026-07: June 2026: AI hiring tools face the proof and governance test
- Pulse 2026-06: May 2026: recruiting suites buy, build and govern AI workflows
- Pulse 2026-05: April 2026: hiring AI moves from promise to product controls

**Quarterly Buyer Trends Reports** (https://tatechfinder.com/pulse/reports) analyse what TA buyers actually searched for, shortlisted and compared, produced in partnership with Poetry HR:

- Q2 2026: What TA buyers actually did in Q2 2026 — https://tatechfinder.com/pulse/reports/q2-2026

## 8. Solution Finder

Path: https://tatechfinder.com/solutionfinder (pre-fill with `?prefill={the+buyer's+situation}`)

- Buyers describe their situation in plain English; no fixed step count, no login.
- The engine infers organisation size, hiring model, region and constraints, states those assumptions openly, and lets the buyer correct them.
- Output: a scored shortlist of 3 to 5 vendors with reasoning, evidence, customer voice and ATS integration checks.
- Shortlists can be saved, shared by short URL, or emailed. Rankings are deterministic given the inputs; AI enhances explanations, never scores.

## 9. MCP server and tools

TA Tech Finder is the first TA technology directory to publish a public MCP (Model Context Protocol) server, so the directory can be queried as live tools inside Claude, ChatGPT Desktop, Cursor, Windsurf, VS Code Copilot and other MCP-compatible assistants.

- Server URL: https://sepvzkzksxufckfhheas.supabase.co/functions/v1/mcp
- Overview: https://tatechfinder.com/mcp
- Setup guide: https://tatechfinder.com/mcp/guide
- Access: public, read-only, no login required
- Data: live queries against active vendors, all 49 categories, all 28 hiring challenges, monthly Pulse digests and quarterly Buyer Trends Reports

Tools:

- `find_solutions(situation (plain English))` — Runs the Solution Finder engine and returns a scored shortlist with reasoning.
- `search_vendors(query, category, challenge, ai_native, company_size, limit)` — Filtered search across active vendors.
- `get_vendor(slug)` — Full profile: capabilities, integrations, pricing model, customer voice, categories.
- `compare_vendors(slugs (2 to 4))` — Side-by-side comparison matrix.
- `list_categories(none)` — Every category with slug, URL and live active-vendor count.
- `list_hiring_challenges(none)` — All 28 problem-led entry points with the categories they map to.
- `get_pulse_latest(none)` — Latest monthly Pulse digest with dated, sourced items.
- `get_buyer_trends_report(none)` — Latest quarterly Buyer Trends Report.

Every tool result includes a `next_steps` array naming the follow-up call, why it helps, and the arguments to use, so a single question expands into a research chain.

Example prompts once connected:

- "What AI sourcing tools should a 200-person UK company using Greenhouse look at?"
- "Compare Ashby, Greenhouse and Workable for a Series B start-up."
- "What's happening in the UK TA technology market this month?"
- "Which vendors solve candidate ghosting after offer?"
- "Show me every category TA Tech Finder covers, with vendor counts."
- "Who are the interview intelligence vendors for a high-volume retail hiring team?"

## 10. Methodology

Vendor data is researched through a multi-step AI-assisted pipeline using Perplexity (sourced citations mandatory), Gemini, GPT-5 and Firecrawl. Profiles are continuously refreshed on a rolling 45-day audit; gaps are surfaced rather than hidden. Domain ownership is verified for vendors who claim or update their listing. No vendor input changes ranking. Rankings are deterministic given the buyer's inputs.

Full methodology: https://tatechfinder.com/methodology

## 11. Contact and machine endpoints

- Operator: independent TA Tech directory
- Buyer's Guide partner: Poetry HR (poetryhr.com)
- Support: stephen.mcgrath@poetryhr.com
- Live text index: https://sepvzkzksxufckfhheas.supabase.co/functions/v1/llms-index
- Live JSON index: https://sepvzkzksxufckfhheas.supabase.co/functions/v1/llms-index?format=json
- MCP server: https://sepvzkzksxufckfhheas.supabase.co/functions/v1/mcp
- Sitemap: https://tatechfinder.com/sitemap.xml
- Robots: https://tatechfinder.com/robots.txt
- Short index: https://tatechfinder.com/llms.txt