AI for UK Recruitment and HR Teams | OpenKit

AI for UK recruitment and HR teams.

AI is moving into UK hiring and people operations faster than most teams know how to assess it. We help you map where it fits in your organisation, and build bespoke systems where the work calls for it. Across independent recruiters, in-house talent acquisition teams, HR tech SMEs and RPO providers.

Book a discovery call Run the readiness check first
ISO 27001 certified Human review on every candidate decision Bias-aware delivery
UK talent acquisition team in meeting
High-risk
EU AI Act classifies recruitment AI as high-risk under Annex III point 4.
Source: EU AI Act Annex III, point 4

OpenKit helps UK recruitment agencies, in-house talent acquisition teams, HR tech SMEs, and RPO providers work out where AI fits across their hiring and people operations, and builds bespoke systems where the work calls for it. We build against the organisation's own competency framework, ATS or HRIS, with human review on every decision that affects a candidate or employee. OpenKit holds ISO 27001, ISO 9001, and Cyber Essentials certifications.

OpenKit is a UK AI consulting firm that helps recruitment agencies, in-house talent acquisition teams, HR tech SMEs, and RPO providers work out where AI fits across their hiring and people operations, and builds bespoke systems where the work calls for it. OpenKit delivers candidate screening, sourcing, scheduling, onboarding, and private knowledge systems shaped to each organisation's own competency framework and ATS, with human review on every decision that affects a candidate. OpenKit has ISO 27001, ISO 9001, and Cyber Essentials certifications and works with clients across the United Kingdom from a base in Cambridge.

What we keep hearing
from recruitment and HR leaders.

Four patterns we see across hiring and people operations. Each one is also why most teams' AI work either stalls at the DPO escalation or quietly happens off-policy across recruiters, sourcers and HR ops.

31%
PATTERN 01

Most employers using AI in hiring do not realise they are.

31% of UK organisations now use AI in recruitment, up from 16% in 2022. The ICO has flagged that employers routinely fail to recognise their tools are making decisions that fall under the automated-decision regime.

ICO automated decision-making in recruitment guidance
High-risk
PATTERN 02

Productised vendors are retrofitting EU AI Act evidence.

Hiring AI is classified as high-risk under EU AI Act Annex III, which means the deployer (the employer) carries the conformity-assessment, bias-testing and human-oversight duty. Most off-the-shelf vendors bolt the artefacts on after the fact, leaving the deployer holding the duty without the evidence.

EU AI Act Annex III, point 4
54%
PATTERN 03

Recruiters are still in spreadsheets, not conversations.

REC research finds 54% of HR professionals use AI for job adverts and 44% for interview and selection assistance, yet the volume of CV triage, scheduling and onboarding admin still falls on the team. The tooling shows up; the time-on-task does not move.

REC 2025 · standout-cv aggregated UK stats
EHRC
PATTERN 04

Off-the-shelf scoring cannot be tuned to your fairness baseline.

The Equality Act 2010 makes the employer the duty-holder for direct and indirect discrimination, and the EHRC has reminded employers that generative AI can amplify bias. Off-the-shelf scoring that was not tuned against the team's own roles and competency framework cannot defend itself at a tribunal.

Equality Act 2010 · EHRC AI guidance

Where AI tends to fit
in hiring and people operations.

These are the areas that come up most often in recruitment and HR audits. We don't ship them off the shelf. Every implementation is shaped to your team, your stack, and what is safe to defend at the next tribunal or DPO review. Human review sits on every decision that affects a candidate or employee.

01 — Screening & CV triage

Defensible audit trail per cohort.

Screening models built against your role taxonomy and competency framework, with explainable per-candidate scores, a human-review checkpoint before any rejection becomes final, and a logged fairness review across protected characteristics on every cohort.

  • Explainable per-candidate scoring
  • Human-review before any rejection final
  • Protected-characteristic fairness log
  • DPIA + vendor-fairness review record
Recruiter reviewing candidate profiles on a laptop
02 — Sourcing & outbound

Searchable, cited matches from your own CRM and prior applicants.

Assistants that find good-fit candidates by searching your CRM, your prior-applicant pool and silver-medallist list, and your inbound channels, against the same competency framework your recruiters score against. Each match cites which prior record or skill signal it came from.

  • Searches your CRM and prior-applicant pool
  • Silver-medallist re-engagement
  • Outbound copy in your tone, sent by a recruiter
  • No fully autonomous agent
03 — Interview scheduling

Earn recruiter time back. Lowest-risk workflow.

Calendar conflict resolution, multi-stage loop coordination, time-zone handling for distributed panels, pre-screen questionnaires that route uncertain answers back to a human. Integrates with Microsoft 365 and Google Workspace.

  • Multi-stage scheduling + time-zone aware
  • Pre-screen with uncertainty routing
  • Microsoft 365 / Google Workspace integration
  • Lowest-risk workflow to adopt first
Hiring panel reviewing interview schedule
04 — Onboarding automation & internal mobility

Searchable, cited answers from your handbook and HRIS.

Assistants that answer joiner questions, draft the first-thirty-days drumbeat, and orchestrate right-to-work collection from your handbook and HRIS, citing where every answer came from. Internal mobility uses the same competency layer as external screening, so a move sideways gets the same audit trail as a new hire.

  • First-thirty-days drumbeat automation
  • Right-to-work orchestration with human verification
  • Internal mobility on the same competency layer
  • Audit trail equivalent to external screening

An example of what this can look like in practice.

A screening pass with the bias review built in. Reads the CV, scores against the competency framework, surfaces explanations, runs the cohort-level fairness review automatically, and queues for recruiter sign-off before any rejection lands. We shape work like this around your existing workflow rather than ship it off the shelf.

Collaborative recruitment team at work
First-pass only · No rejection final without sign-off The model proposes. The recruiter decides. The bias review is automatic, every cohort, and lives in your audit log rather than the vendor's.

The model proposes. The recruiter decides. The bias review is automatic.

Work shaped like this for recruitment follows a consistent shape. No rejection is final until a recruiter signs it. The fairness review runs every cohort. The audit trail belongs to you, the deployer, because the obligation does too.

  • CV in, explainable score out, both directions
  • No rejection final without a recruiter sign-off
  • Protected-characteristic fairness log every cohort
  • Audit trail retained for human review
  • Runs inside your controlled environment

How we engage.

Most engagements start with the audit. What follows depends on what it surfaces. Many teams move into a transformation block on their existing ATS and HRIS, some take on a senior AI lead to carry the DPO-facing work and the bias-review cadence, and a few commission a bespoke build where nothing off-the-shelf will fit.

See the full engagement model on How We Work →

AUDIT
AI Audit for recruitment and HR.

A fixed-fee, fixed-scope audit of where AI fits across your hiring and people operations. Ends with a written report you can take to a board, a DPO, or your head of people, and a prioritised rollout plan.

TRANSFORMATION BLOCK
Build on your stack.
Train your team.

A block of configuration, build and training carried out on your existing ATS, HRIS and calendar estate. The team that runs the audit is the team that ships the work, so nothing gets lost between findings and delivery.

SENIOR AI LEAD
Senior engineer
on retainer.

A senior OpenKit engineer becomes part of your team. Not an advisor attending steering groups, an engineer in the codebase, taking on the bias-review cadence and the next quarter's roadmap. Rolling arrangement, cancel anytime.

BESPOKE BUILDS
Custom AI systems
built for your organisation.

For work that goes beyond configuration. A private knowledge engine over your handbook and competency framework, a conversational candidate or employee interface (the Chapta pattern), a full ATS-class workflow. Scoped after the audit, since the scope depends on what the audit surfaces.

The UK recruitment and HR
stack we integrate with.

We build on your existing ATS, HRIS and calendar estate. No rip-and-replace. Below is a sample of what we routinely integrate with. We work across many other systems too, so bring us your stack.

/ ATS

  • Greenhouse · Workable
  • Bullhorn · Teamtailor
  • Tribepad
  • Chapta (built from scratch)
  • Custom ATS via API

/ HRIS & onboarding

  • Personio · HiBob
  • BambooHR
  • BreatheHR · Cezanne
  • M365 / SharePoint
  • Custom HRIS via API

/ identity & calendar

  • Microsoft Entra ID
  • Google Workspace
  • SAML 2.0 / OIDC
  • Calendar integration (M365 / Google)
  • Per-role access control

/ LLM deployment

  • Claude UK / EU region
  • OpenAI on Azure UK / EU
  • Open-weights private GPU
  • On-prem for sovereign
  • Bias / fairness monitoring
REGULATED CONTROLS: ISO 27001ISO 9001Cyber EssentialsUK GDPR

Engagements we have run
in UK recruitment & HR tech.

A sample of recent work. Outcomes described without internal artefacts.

— 01

Chapta — candidate app

Conversational onboarding Six-dimension match Mutual interest Named with permission
A 15-minute AI conversation replaces CV form-filling and a six-dimension match engine replaces black-box scoring, with the why-you-match explanation surfaced before either side can express interest. Both candidate and employer have to opt in before contact, so ghosting stops being the default outcome.
OutcomeMutual-interest match engine live. Why-you-match explanation surfaced both directions. Ghosting designed out of the default flow.
— 02

Chapta — employer portal

Match scores Status visibility Fairness monitoring Named with permission
The employer side of the same mutual-interest match engine: shortlists by explainable match score, status visibility on every candidate interaction, and the protected-characteristic monitoring layer surfaced to the hiring manager rather than buried in an admin console.
OutcomeHiring managers see fairness signals in the same console as match scores. Protected-characteristic monitoring is a feature, not a footnote.
— 03

A UK mid-market in-house TA function

Multi-site Screening + onboarding Audit + pilot Anonymised
Audit-plus-transformation against an existing ATS and HRIS, scoped to screening triage and the first-thirty-days onboarding drumbeat. Human-review checkpoints sit on every candidate decision, bias surfacing runs at cohort level, and the audit trail belongs to the in-house team rather than the vendor.
OutcomeScreening triage live. Audit pack handed to the internal team. Rollout plan sequenced against the next two quarters of hiring volume.

The regulatory floor
we build on.

What we hold and what we operate to. We surface gaps and propose mitigations. We are not a regulatory certifying body.

CERTIFIED

ISO 27001

Information security management. Independent third-party audited.

CERTIFIED

ISO 9001

Quality management. Independent third-party audited.

CERTIFIED

Cyber Essentials

UK NCSC baseline cyber-hygiene certification.

COMPLIANT

UK GDPR

Data processing register maintained per ICO guidance.

We hold ISO 27001, ISO 9001, and Cyber Essentials certifications independently, and operate to UK GDPR. We are not a regulator and we are not an employment-law adviser. Recruitment AI sits inside the UK GDPR automated-decision regime, the EU AI Act Annex III high-risk regime where in scope, the Equality Act 2010, and EHRC guidance. The deployer (the employer) keeps the legal duty under all of them. We work alongside your DPO and your employment-law counsel, and we build the audit trail that lets you defend the work.

Questions heads of TA
and HR directors ask.

What does an AI consultancy for UK recruitment and HR actually do?
We sit with your TA or HR team, map the workflow as it actually runs, and identify the one or two steps where AI lands first, usually screening triage, scheduling, or onboarding admin. Then we build against your ATS, your HRIS, and your fairness baseline, train the team to use the result inside the console they already operate, and leave behind the audit trail, the DPIA, and the bias-review log that the ICO and the EU AI Act now expect.
Will the AI replace our recruiters?
No, and the regulators would not allow it to. UK GDPR requires that human involvement in hiring decisions is active and genuine rather than a rubber-stamping exercise, and the ICO has been clear that recruitment falls inside that regime. The point of the build is to take CV triage, scheduling, and onboarding admin off the recruiter's desk so the recruiter spends more time on the conversations that actually need a human.
How does this work with the EU AI Act?
Recruitment, candidate selection, and employee management are classified as high-risk under EU AI Act Annex III point 4, which puts the conformity-assessment, bias-testing, human-oversight, transparency and continuous-monitoring duties on the deployer (the employer) rather than the vendor. We build with that evidence in place from day one, against your competency framework and ATS. UK firms are in scope where their AI outputs affect EU-based candidates or employees, regardless of where the firm is headquartered.
How does this work with UK GDPR and the automated-decision regime?
Hiring decisions that have a legal or similarly significant effect on a candidate fall inside the UK GDPR automated-decision regime, and the ICO has issued sector-specific guidance for recruitment that the deployer is expected to follow. We build the human-review workflow so that human involvement is active and not a token step, surface protected-characteristic monitoring at the cohort level, and produce the audit trail the deployer needs to defend the work. The DPIA itself remains the deployer's, drafted with your DPO.
Can we keep candidate data in the UK or EU?
Yes. We deploy on Anthropic Claude in the UK/EU region, OpenAI on Azure UK/EU, or open-weights models on a private GPU. Where the data residency review demands it, we run inference on-prem. The candidate data does not have to leave a region you have already cleared with your DPO.
Does this integrate with our ATS or HRIS?
We build against your ATS or HRIS via its public API. Greenhouse, Workable, Bullhorn, Teamtailor, Tribepad on the ATS side, Personio, BambooHR, HiBob, BreatheHR, Cezanne on the HRIS side, are integration targets the audit scopes per engagement. Where a standard connector does not exist, we build a custom API integration. The recruiter and the HR ops team keep using the console they already know.
What about liability if the AI makes a mistake in screening?
The Equality Act 2010 makes the employer the duty-holder for direct and indirect discrimination, and the EU AI Act Annex III regime puts the high-risk-system duties on the deployer. Liability does not transfer to a vendor by buying a product. We build the audit trail, the bias-review log, and the human-in-the-loop checkpoint that let the deployer defend the work, but the legal duty stays with you.
How long does an engagement take?
The audit is fixed-fee and fixed-scope. A Transformation Block is a build-and-train engagement priced per scope and ships one or two workflows live on your ATS and HRIS. The Senior AI Lead is a rolling monthly retainer that begins once you have a Transformation Block in production. Bespoke Builds (the Chapta pattern) are quoted after the audit and the duration depends on the scope.
What does this cost for a mid-market recruitment or HR function?
Pricing is fixed before kickoff and bands are shared on a discovery call. The audit is fixed-fee, the Transformation Block is priced per scope, the Senior AI Lead is a rolling monthly retainer, and bespoke builds are quoted after the audit so the price reflects what the audit actually surfaced. No discovery-call surprises on the invoice. No retainer required to access the audit.
What makes OpenKit different from HireVue, Eightfold, Beamery, or Paradox?
The productised vendors are mostly US-built and are currently retrofitting EU AI Act evidence trails to existing models. We build with the conformity-assessment evidence, the bias-review log, and the human-in-the-loop checkpoint in place from the first sprint, against your ATS, your competency framework, and your protected-characteristic monitoring requirements. The audit trail belongs to you, the match logic reflects your fairness baseline, and the recruiter is the decision-maker.
How does OpenKit compare with Faculty (now part of Accenture)?
Faculty was the UK's most prominent applied-AI consultancy across government and enterprise before its 2026 acquisition by Accenture. Recruitment buyers who needed a smaller, sector-fluent partner often used Faculty for AI safety work and a second firm for the ATS-side build. We are the boutique end of that pairing. A sector-fluent senior engineer runs the audit and shapes the build, and the same engineer can carry the bias-review cadence and DPO-facing work as a Senior AI Lead afterwards. We do not stack a strategy invoice on top of a build invoice.
UK RECRUITMENT & HR
/ start here

Want to find where AI fits
in your organisation?

Start with the audit. Fixed fee, fixed scope, a written report you can take to a board, a DPO, or your head of people, and a prioritised plan for what to build first.

Book a discovery call See the AI Audit
OpenKit Logo

OpenKit

Rethinking What's Possible with AI.

Offices

Cambridge Guildhall, Market Square, Cambridge CB2 3QJ

Portland House, Belmont Business Park, Durham DH1 1TW

contact@openkit.co.uk
ISO 27001 ISO 9001 Cyber Essentials

© 2026 OpenKit. All rights reserved. Company Registration No: 13030838

Privacy Terms Cookies Modern Slavery Act

Start Your AI Project

Thank you for your interest. Enter your project details below and our team will get in contact within 24 hours.

About your AI project

0 / 2,000

About you

By submitting this form, you confirm that you have read and agree to our privacy policy. We will only use your information to respond to your inquiry.