Description
This managed service automates the tedious work of collecting and interpreting candidate references and generates concise interview briefs for hiring teams. Implementi.ai configures connections to your ATS, email or reference forms, and operates the summarisation, scoring and routing needed to deliver ready-to-use intelligence for every shortlisted candidate.
The service removes manual transcription and inconsistent notes, so hiring managers spend less time chasing referees and more time conducting evidence-based interviews. Implementi.ai also monitors the automation, fixes errors and updates scoring rules as your hiring needs evolve.
The problem
Reference checks and interview preparation are often ad hoc: recruiters chase referees by email or phone, receive unstructured replies, and ask hiring managers to synthesise inconsistent observations. Important signals—role-specific competencies, behavioural examples, or potential red flags—get buried in notes or disappear entirely. As hiring scales, this manual process becomes a bottleneck: longer time-to-offer, uneven interviewer focus, and higher risk of poor hires due to missing or biased reference information.
What this solution automates
This product automates the end-to-end process of collecting, analysing and distributing reference intelligence and interview briefs. It uses AI to extract key themes from referee responses and public sources, creates role-aligned scoring and produces a compact interviewer brief with suggested questions and risk notes.
- Collect responses via email templates, web reference forms or ATS webhooks.
- Summarise and standardise referee comments into strengths, concerns and examples.
- Generate a scored summary mapped to the target role’s competencies.
- Produce an interviewer brief with suggested behavioural questions and red-flag highlights.
- Route briefs and raw data to hiring managers and the ATS; flag candidates needing manual review.
- Monitor automation health, tune scoring rules and handle exceptions.
What your business gains
- Faster, more consistent hiring. Automating reference collection and summarisation reduces recruiter follow-up time and gives interviewers structured, comparable information for every candidate.
- Improved interview focus. Briefs highlight role-relevant strengths and risks and suggest probing questions so interviews are evidence-led, not guesswork-driven.
- Lower cognitive bias. Standardised summaries and scores make it easier to compare candidates objectively and reduce variance between interviewers.
- Operational reliability. Implementi.ai monitors the automation, handles errors and updates scoring logic so the process keeps delivering consistent outputs without adding internal maintenance load.
- Actionable audit trail. Stored summaries and referee responses provide recruiters and hiring managers with a retrievable record of reference evidence tied to each selection decision.
A practical use case
A mid-sized technology firm shortlists several candidates for a product manager role. Instead of asking recruiters to run manual phone calls and paste notes into the ATS, the company uses this service to send reference questionnaires, capture emailed replies and scan public professional references. The AI extracts examples of stakeholder management, delivery outcomes and soft-skill observations; it maps them to the role’s competency matrix, produces a two-page interviewer brief with suggested behavioural questions, and flags one referee comment indicating a delivery delay for human review. Hiring managers get a consistent, fast summary that helps them make well-informed final interviews and offers.
Who is it for?
- In-house Talent Acquisition teams at growing companies — need standardised reference intelligence without adding recruiter headcount.
- Hiring managers and interview panels — want succinct, role-specific briefs to run focussed interviews.
- Recruitment agencies and RPOs — require consistent evidence packages per candidate to improve placement quality and speed.
- HR operations teams — looking to reduce manual follow-up and centralise candidate evidence in the ATS.
What is included in the monthly service
The monthly subscription covers operation and maintenance of the configured automation and the AI summarisation pipeline. Implementi.ai sets up the agreed connections, runs the periodic processing and monitors operations for failures. The service includes handling and fixing automation errors, routine tuning of scoring and brief templates, and reasonable configuration updates to keep the solution aligned with your hiring criteria.
- Operating the automation and AI processing.
- Connections with systems agreed before launch (configured per customer).
- Monitoring, error handling and maintenance.
- Reasonable updates to scoring rules and brief templates.
When this solution may not be necessary
- Organisations hiring very infrequently (a few hires per year) where manual reference checks are not a cost driver.
- Use cases that require legally verified background checks or criminal-record checks — those require specialist vendors and compliance controls beyond this service.
How it works
- Connect candidate sources. We link the automation to your ATS, reference email address or web form so shortlisted candidates trigger the reference process automatically.
- Send structured reference requests. The system issues templated, role-aware reference questionnaires or follow-up emails to named referees, tracking delivery and replies.
- Aggregate and standardise inputs. Incoming referee replies, uploaded documents and available public references are consolidated and converted into machine-readable text for analysis.
- AI extraction & scoring. Natural-language models extract competencies, examples and concerns, then map them to your role-specific scoring rubric to produce a compact summary.
- Generate interviewer brief. The service compiles a one- or two-page brief that lists top strengths, suggested behavioural questions and any red-flag items for human follow-up.
- Route outputs and exceptions. Summaries and briefs are posted back to the ATS or emailed to hiring managers; flagged exceptions (missing references, conflicting responses) create a routed task for recruiter review.
- Monitor and refine. Implementi.ai monitors processing, fixes integration issues, and applies agreed updates to scoring rules and brief templates over time.
Example workflow
For example, imagine a company that shortlists three candidates for a sales manager role. When a candidate reaches panel interview stage, the ATS triggers reference requests to two referees via automated email. One referee replies with free-text feedback mentioning negotiation strengths and a delayed project; the other returns a brief typed note. The AI extracts the negotiation examples, standardises both replies against the sales competency matrix, and assigns competency scores. The system generates a two-page interviewer brief highlighting negotiation as a strength, a suggested probing question about the delayed project, and flags the delay for recruiter follow-up. The brief is added to the candidate record in the ATS and emailed to the interview panel, while the flagged item creates a task for manual review.
Integrations
Typical systems
Typical systems we connect to include applicant tracking systems (e.g. Greenhouse, Lever, Workable) as examples, HRIS or recruiting CRMs, corporate email systems and calendar services, and form or survey providers for structured reference intake. Other systems can potentially be connected by API, webhook or agreed data export methods; final compatibility is confirmed during scoping.
Connection methods
We use available APIs or webhooks where supported, and can also use secure email parsing, form integrations or scheduled CSV exports where APIs are not available. The agreed connection method is confirmed before launch and implemented as part of the managed service.
What we need from your company
Before launch we agree the systems you use for candidate records, your preferred reference questionnaire or form, sample referee replies, and the role competency matrix or scoring rules to apply. We also confirm routing preferences for briefs and exception handling rules. Compatibility, exact access method and data fields are validated during scoping and agreed before implementation.
FAQ
Which candidate systems can you connect to?
We commonly integrate with major ATS platforms via API and can also work with email-based workflows, form providers or scheduled CSV exports. Exact compatibility is confirmed during scoping.
Can the scoring rubric be customised for different roles?
Yes. Scoring and brief templates are configured per role or job family as part of the setup and can be adjusted over time as your hiring criteria evolve.
What happens when referees don’t reply?
The automation follows an agreed retry cadence and escalation path. Unresolved cases are flagged as exceptions and routed to recruiters for manual follow-up.
Are the AI summaries editable by humans?
Yes. Generated summaries and briefs are delivered alongside the original responses so recruiters and hiring managers can review, amend and approve before they are stored in the ATS.
How does implementation start?
We begin with a scoping call to confirm systems, sample data and role templates. Implementi.ai then configures the integration, tunes scoring rules and validates outputs before the service goes live.
What level of ongoing support is included?
The monthly subscription covers monitoring, error handling, routine tuning of scoring rules and reasonable updates to templates. Any major changes to scope or additional integrations are confirmed and priced separately.
Price
The activation fee covers the initial setup, implementation and launch of the agreed automation scope.
The monthly subscription covers the ongoing operation, maintenance and management of the automation service.
The exact scope and final monthly subscription are confirmed before launch.
Ready to automate this process?
Tell us which ATS, email system and typical monthly hiring volume your company uses.
We’ll confirm how this solution can be connected, its scope and the final monthly subscription.
| Email uscontact@implementi.ai | Call us+48 660 983 178 |
