AI for HR: an interview structure with stop factors and weightings

AI for HR: an interview structure with stop factors and weightings

Two candidates get compared on impression because each was asked about different things — and the one who came across most confidently gets hired. Below is a ready interview structure for a sales manager: four stages, red flags in verbatim phrases, and scoring across five parameters with weightings.

Two candidates get compared on impression because each was asked about different things — and the one who came across most confidently gets hired. Below is a ready interview structure for a sales manager: four stages, red flags in verbatim phrases, and scoring across five parameters with weightings.

The interview after which it is unclear whether to hire

The candidate came in, you talked for an hour, seemed reasonable. Two days later a second one — also seemed fine.

And then begins the thing that decides hiring in most companies: comparison by impression. Who was more likeable, who was more comfortable to talk to, who came across more confidently.

Three months later it turns out the confident one is the one missing his targets.

The problem is not intuition. The problem is that the interview has no structure and each candidate is asked about different things. Different conversations cannot be compared with each other — you are comparing not people but your feelings about them.

Below is a ready structure from a real run. With stop factors and weightings.

Who assembled the interview structure

The HR manager from the catalogue — an assistant at HR director level.

The HR manager: its approach and six positions from which it views a problem

The first thing it states about itself: the task is not to give general advice along the lines of "talk to the employee" or "improve motivation" but to find root causes and propose a plan.

And it claims the ability to view a situation from six positions at once: the owner (what is happening to the business and the money), the chief executive (how manageable the organisation is), the HR director (systemic problems), the line manager (what to do with the team), the employee (why the person behaves this way), and the business (which decision produces a result rather than a feeling of activity).

Typical situations analysed: five reasons an employee is not delivering

An example of its logic is worth giving in full, because it shows the level. To the request "an employee is not completing tasks" it does not give advice but splits the problem into five different ones: cannot, does not want to, does not understand, does not consider the task important, the system is in the way.

Five fundamentally different causes, each requiring its own solution. Most management errors begin with that fork being skipped.

The interview structure

The task came with no details about the company:

Draw up an interview structure for a sales manager: stages, questions for each, what to test at each stage and which answers should screen someone out.

Initial screening and the results block with screening-out criteria

Four stages: from filtering to a real case exercise.

Stage 1. Initial screening, 15 minutes

The purpose is blunt: work out quickly whether it is worth spending time.

Eight questions, and all of them about numbers: what you sold and to whom, average deal size, personal target, percentage achieved, how many deals a month, where the leads came from, the hardest client, why you left.

Screen out if: they cannot name their own figures; they constantly say "we" and cannot explain their personal contribution; they do not understand the funnel; they blame the company and the manager for everything.

And a red flag set out verbatim: "I always hit my targets, but I do not remember the numbers."

One phrase that closes the question in fifteen minutes instead of an hour.

Stage 2. The main interview, four blocks

The "Results" block. Your best result and how you achieved it; your worst month and why; what you did when you were missing targets; which metrics you monitored weekly.

A good answer: specific figures plus actions plus conclusions. A bad one: generalities with no numbers.

The sales technique, handling rejection and motivation blocks

The "Sales technique" block. How you identify a need, which questions you ask, how you recognise readiness to buy, what you do with "too expensive" and "I will think about it", how you win back a client who disappeared.

The screening criterion here is the most interesting: screen out if the candidate sees selling purely as persuading the client. A good salesperson diagnoses first and sells second.

The "Handling rejection" block. One question: tell me about a deal you lost and why.

A good answer: "I qualified the client badly, spent time on him and realised too late — now at stage X I check Y." A bad one: "the client was odd."

That is a test of maturity, and it is more reliable than all the others put together.

The "Motivation" block. Why you enjoy selling; which matters more, income or stability; how much you want to earn; what you will do if you miss target two months running; what a good manager looks like.

The scoring system

Five parameters with weightings and hard stop factors

Here is what an ordinary interview lacks most — weightings.

Weightings turn a comparison of impressions into a comparison of scores. A candidate who "was likeable" but failed the first two blocks scores under 55% — and that is visible rather than felt.

Hard stop factors

Seven points at which you do not hire regardless of everything else: does not know their own results; lies or embellishes; blames previous employers; cannot diagnose a client; does not take feedback; cannot explain their own failures; cannot sell in a simple role-play exercise.

The main principle

It is stated in one sentence, and it is worth the whole structure:

For a salesperson an interview should be less a conversation about selling and more a demonstration of selling.

Hence the fourth stage — a practical case as the central element of the assessment rather than a pleasant addition at the end.

What to take from this even without models

Red flags verbatim. Not "assess honesty" but a specific phrase on hearing which you close the conversation.

Weightings instead of an overall impression. Five parameters with percentages — and hiring stops depending on who you find more agreeable.

A role-play case as a mandatory element. Someone who talked about selling for an hour and could not sell in a simple exercise will not pass probation.

The "cannot / does not want to / does not understand / does not consider it important / the system is in the way" split. That applies far beyond hiring — to any situation where an employee is not doing what they should.

Modes and chains

At the end of the answer comes a change log: what exactly the assistant did in this run, including "compressed the structure to four stages" and "made the practical case the central element". Plus an offer to assess the work with improvement options.

There are harsh assessment, focus group and criteria-based refinement modes. For hiring the focus group is especially useful: it shows how your questions sound to a candidate — whether the interview turns into an interrogation that sends strong people to competitors.

Chains: this one assembled the structure — from there a copywriter produces the job description, and the sales trainer plays the candidate in the role-play so you can practise running it before a live person.

How an HR specialist earns from this

First — quality of hiring. A structure identical for every candidate makes comparison possible. Plus the stop factors save hours on people who are visible within fifteen minutes.

Second — as a service. Developing a hiring system for a specific role: structure, questions, criteria, weightings, case exercise. That is a finished document people pay for, and it is also the way into larger work — procedures and process automation.

Where to start

The "HR" category holds eight assistants: CHRO (HR director), HR manager, recruiter, HR analyst, learning and development, compensation and benefits, employee relations, HRIS specialist. In total the platform holds over 200 AI assistants across 14 categories.

Alongside is the legal department with an employment lawyer: contracts, contested dismissals, confidentiality undertakings.

Registration is free and opens three days of full Basic access — all the assistants and six foundational express courses.

Do one thing today: take the last candidate you hired and score them retrospectively across the five weighted parameters. If they come to under 60% and you hired them, you have just found what your interview was missing.

The second approach: not a chat but a conveyor

Everything above is work in dialogue with an assistant. There is another format, and for volume it suits better.

Cascading prompts in spreadsheets

The “Earning with ready templates” course contains spreadsheets with an integrated model: a large task broken into micro-steps, each living in its own cell and taking the previous result as input. The formula can be dragged down a thousand rows — and a thousand tasks are processed at once. How this works step by step is covered separately: Thirty posts in one launch.

What is available for HR:

The HR template — the main one for this profession. From a role and job title it generates a staffing plan, duties, KPIs, daily and monthly report formats, a selling job advertisement, a toolset and a job description. It saves seventy to ninety percent of a recruiter's time.

The course is included in the Basic plan.

When a chain needs images, video and sound

If a chain needs images, video or voice-over, they are made in the Gen AI section, and the whole sequence of steps can be handed to Cerebrum: you describe the task in plain words, it picks the right models itself, the price is shown before launch, and you pay from your balance for what was actually used. For recurring business automation, use the n8n and Make templates — Creator plan and above.

The HR template across all eight columns

This course contains a sheet that turns a spreadsheet into an HR consultant. You enter a job title — and get eight documents at once:

Team building — a staffing plan · Function — detailed duties · KPIs — effectiveness metrics · Daily report — a table for daily monitoring · Monthly report — a structure oriented to profit · Vacancy — a selling advertisement · Tools — a set of services for the role · Job description — a large system prompt generating the document in a formal standard layout.

Formulas of the form =GPT(A5;$B$3) pass the model the job title and the prompt from the row. Drag the formula down and you have processed the whole staff.

The saving by its description is 70–90% of a recruiter's time. And it is also a finished product: the template is sold, training and consulting are run on it.

The course — Basic plan.

Eight HR assistants

The "HR" category in the catalogue — all eight roles, Basic plan:

For an HR professional that is eight different consultants rather than one universal chat: each has its own frame and its own questions.

Adjacent. The "Client retention" category — four assistants on onboarding and retention. The logic is the same as with employees: the first weeks decide whether a person stays.

Skills for sourcing and assessment

A red line. Automated assessment of people is the one area in this list where the tool must not be left without a human. Not out of caution: candidate scoring is regulated, and responsibility for the decision remains with the employer regardless of what prepared it.

What to take on the platform for this task

What to read next

AI for business owners — when hiring is not a solution but a symptom.

A company knowledge base as a service — why a new employee takes months to get up to speed.

AI for salespeople — what the person you are hiring should be able to do.

Auditing procedures — if exactly one person knows the processes.

AI agents: what they are and what they pay — the full guide to agents, with market rates.

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