The friction
Hiring managers screen hundreds of CVs by hand, interview notes are inconsistent, onboarding depends on whoever is free that week, and staff keep asking HR the same policy questions.
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People
HR & recruiting
Great candidates accept another offer while your CVs sit unread.
Pilot targetShorter review cycles, more consistent hiring
Project startDate agreed in scope
ValidationMeasured against baseline
How the project runs
What the pilot should prove
What changes
From inconsistent HR handoffs to a measurable people workflow.
Pilot targetShorter review cycles, more consistent hiring
The operating change
Organise applications against documented job criteria, prepare interview summaries and support onboarding and policy questions. Recruiters review the evidence and retain hiring decisions, with access controls and checks for unfair screening patterns.
Best fit
Companies hiring continuously or scaling teams.
Decision snapshot
Start with one HR workflow and keep the decision human.
Start with one workflow, measure it against the current baseline and expand only after the result is visible.
Best first pilotInterview documentation and structured review support.
What we measureTime to prepare interview documentation, Completion of required scorecard fields, Consistency of evidence captured across interviews, Corrections required before manager approval.
Human controlFinal hiring, rejection and employment decisions remain human.
Scale ruleKeep, improve or stop the pilot based on evidence before expanding.
Smart HR & recruiting roadmap
From hiring need to supported employee growth
Use AI to organise evidence and administration, not to replace accountable hiring and people decisions.
What happens today
Hiring managers screen hundreds of CVs by hand, interview notes are inconsistent, onboarding depends on whoever is free that week, and staff keep asking HR the same policy questions.
Hiring managers screen hundreds of CVs by hand, interview notes are inconsistent, onboarding depends on whoever is free that week, and staff keep asking HR the same policy questions.
Roadmap
See the operating journey stage by stage.
Open each stage to see the problem, action, deliverable and KPI behind the workflow.
HR & recruiting roadmap
Stage 1 of 7
Needs assessment & job description
Better-fit roles and fewer hiring restarts
The problem at this stage
Hiring starts with a vague request, inconsistent job descriptions and unclear success criteria. Managers, HR and finance may not agree on the role, level, budget or skills before sourcing begins.
Exactly what we do
Turn the hiring request into a structured role brief with responsibilities, must-have and trainable skills, level, budget, team fit and measurable outcomes. Route it for the right approvals before publishing.
What you receive
Approved workforce need, consistent job description, competency profile, interview criteria and a clear hiring baseline.
Opportunity map
Eight practical areas we can improve
See hiring, interview coordination, onboarding and workforce review as connected people workflows with human judgment kept at every consequential decision.
1. Needs assessment & job description
Turn the hiring request into a structured role brief with responsibilities, must-have and trainable skills, level, budget, team fit and measurable outcomes. Route it for the right approvals before publishing.
2. Recruitment & sourcing
Search and organise relevant talent across approved channels, refresh the talent pool, prepare role-specific outreach and track referrals and source quality without sending uncontrolled messages.
3. Screening & prioritization
Extract experience and skills, match candidates against the approved role criteria, create an explainable priority list, flag gaps and duplicates, and keep human review for every meaningful hiring decision.
4. Interview & assessment
Coordinate scheduling, provide structured interview kits and assessments, capture evidence against the scorecard, summarise notes and highlight missing feedback while leaving the final decision with the hiring team.
5. Offer & onboarding
Assemble the offer package from the approved role and compensation rules, route approvals, collect documents securely and launch a role-specific pre-boarding and onboarding checklist.
6. Growth & performance
Connect goals, review cycles, feedback and role competencies. Prepare review briefs, suggest learning paths and show career or internal-mobility options while keeping manager and employee judgment central.
7. Retention & analysis
Combine workforce signals, run lightweight pulse surveys, analyse themes and sentiment, flag explainable retention risks and route a specific intervention to the responsible manager or HR partner.
8. Continuous improvement
Bring review time, completion, exceptions and handoffs into one recurring people-operations review while keeping employment decisions with humans.
Choose your first pilotRecommended starting point
Interview documentation and structured review support.
Start with one role family and one interview process. Capture interview evidence consistently, prepare structured summaries and scorecards, and leave every hiring decision with the responsible people.
What we build
- Define the interview criteria, scorecard and evidence fields with the hiring team
- Capture or import interview notes or transcripts for the selected role family
- Generate a structured summary and draft scorecard tied to the approved criteria
- Route the draft to the interviewer or hiring manager for correction and final review
How we measure it
- Time to prepare interview documentation
- Completion of required scorecard fields
- Consistency of evidence captured across interviews
- Corrections required before manager approval
AI in action
See how evidence is organised without automating employment decisions
Why this approach works for HR & recruiting
Start small, then connect
Choose one assistive HR workflow and one measurable target first. Expand only after HR and managers accept the process and the result is explainable and useful.
Keep people in control
Final hiring, rejection and employment decisions remain human.
Use the tools already in place
Connect the ATS, HRIS, approved documents, calendars and communication tools already in use without replacing systems of record.
Measure business outcomes
Review the agreed measures: Time-to-review, hiring cycle time, consistency and onboarding completion. Use these to assess business outcomes and decide the next step.
HR & recruiting project process
1. DiscoveryInterview the owner, process lead and people who do the work today.
2. BaselineMeasure time, volume, quality, cost, delays or missed opportunities.
3. Build the pilotConfigure one focused workflow and connect only the data required for the first result.
4. MeasureCompare the pilot with the baseline and review adoption, quality and risk.
5. Decide and scaleKeep, improve or stop the pilot based on evidence, then connect the next stage.
6. Improve regularlyTurn the connected reporting into a recurring operating rhythm for the team.
Suggested start: one workflow can go live first; the next measurable improvement is added only after the first review.
Information we need
- Current workflow, owner and handoffs
- Three to six months of relevant examples, records or messages
- The systems, files, channels and approvals involved
- Current baseline for Time-to-review, hiring cycle time, consistency and onboarding completion.
- The person responsible for exceptions and final decisions
Initial diagnostic questions
- What is the biggest hr & recruiting bottleneck today?
- How often did it happen last month?
- What do slow review, scheduling friction, inconsistent documentation or onboarding gaps cost today?
- Which system or data already records the problem?
- Can the first pilot run on one role family, hiring team, onboarding path or HR workflow?
Not sure which one fits you?
Book a free 30-minute discovery call. We will identify which use case is worth testing first and what evidence should decide the next step.
Other areas we automate
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