RecOps (Recruitment Operations).Operating recruitment as a system.
RecOps consultant freelance — Recruitment operations audit and structuring for scale-ups, enterprises and post-M&A integration
My goal: be the technical right hand of Heads of Talent Acquisition who want to structure, measure and upgrade their recruiting function. Reconcile their ambitions and objectives with the reality of the field and the reality of technology. Track the evolutions, embrace the new tooling.
RecOps, short for Recruitment Operations, is the discipline that makes recruitment operations faster, more measurable, more reproducible. Process, tools, data, AI integration, team training: everything that turns a Talent Acquisition function into a durable machine.
What is RecOps used for, concretely?
RecOps covers four major fronts: process, tech stack, AI, and data. Each can be tackled alone. But it's their overall coherence that produces the durable performance of a recruiting function.
Recruitment process
Everyone knows how to run a classic recruitment process: intake meeting, scorecards, interview stages, offer, rejection, onboarding. It's logical, it's documented everywhere. That is not where RecOps makes the difference.
The real subject emerges when the process starts to crack under concrete pressures. You receive ten times more applications than before. Should you add friction at early stages (open questions, motivation video, voice AI pre-screening) to filter better? Or remove some to avoid losing good candidates to fatigue? Where is each type of friction useful, where is it counter-productive? What data should you collect at each stage to actually decide later?
The question a RecOps asks constantly: how do we maximize the number of qualified candidates passing each stage of the funnel, and move the right people most efficiently through the system? Without a sharp reflection on friction and on the quality of collected data, you accelerate poorly, you accelerate too much, or you accelerate the wrong people.
The tech stack: ATS, CRM, sourcing tools
The nervous system of the recruiting function. Choose the right ATS, know when to switch (and above all, when not to switch), wire in the candidate CRM, articulate with sourcing tools, job boards, assessment platforms, scheduling solutions. The market has exploded: several hundred HR tech vendors, a growing share boosted by generative AI.
The real trap: the mirage of magical tools.
In most companies, recruiting tools are chosen by people who won't be using them. RFPs driven by procurement or IT, sales demos, committees where end users are sometimes consulted for opinion. Sometimes, not always. Rarely enough to test a product in depth, push it to its limits, measure what it really costs once in production.
Result: companies buy solutions that look impressive in a demo but don't hold the promise once plugged in. Three questions should be asked much earlier.
Is the tool really « Lego »?
Does it plug into your existing stack, or does it create one more silo? Some vendors are structurally not designed to integrate: limited APIs, closed formats, incomplete exports, anemic webhooks. It stays invisible until the implementation phase.
Does it respect your real constraints?
GDPR, AI Act, data hosting, legal compliance specific to your industry, multilingual support, local support. Many visible vendors come from the United States, and what works in a Californian scale-up does not always cover European needs. European vendors, smaller and quieter, are sometimes better fit for those constraints.
Will it last?
In a myriad of technologies moving constantly, where vendors themselves pivot or get acquired every quarter, some tools brilliant today will have vanished in eighteen months. Holding an up-to-date portfolio view changes everything at the moment of choice.
My role here: scout, understand what's moving, hold an up-to-date portfolio view. With no commercial agenda behind. Not selling a solution. Helping you solve your real problems by confronting the best current solution with your constraints and the reality of the field, the company, the organisation.
AI and the AI Act
This is the most fluid front right now, and the most differentiating. Generative AI is infiltrating everywhere in the recruitment funnel: job description generation, CV screening, scoring, automated first exchanges with candidates, natural-language dashboards via modern ATS APIs and MCP.
Three questions structure this front.
What actually works in your context?
Not every tool works for every function. Automatic scoring makes sense for very high-volume roles, much less for R&D or deep-tech. A recruiter copilot integrated into the ATS can save ten hours a week, or cost five if poorly configured.
What stays compliant with the AI Act?
The European regulation on artificial intelligence classifies candidate scoring systems and automated CV triage among « high-risk » uses. This implies precise obligations: transparency, explainability, human oversight, documentation, audit. Many vendors are not ready. Using them as-is exposes the company to legal and reputational risk.
What can you do yourself, without vendor lock-in?
Modern ATSs open their APIs and some are starting to support MCP (Model Context Protocol) natively. Combined with an LLM, this allows you to build your own dashboards, your own workflows, your own alerts, without depending on yet another vendor. Provided you have the technical vision to decide what's worth internalizing, and what to leave to a supplier.
Data and reporting
Time-to-hire, cost-per-hire, quality of hire, source effectiveness, funnel stage conversion, candidate experience score. Without reliable data, you steer by feel. Most Talent Acquisition teams have the numbers in their ATS, but not in a format that allows decision-making. RecOps builds the right indicators, makes them readable to non-specialists, and pushes them at the right cadence to the right people (CFO included). Over time, this is what turns a recruiting function perceived as a cost centre into a strategic lever understood by the executive committee.
How does a RecOps mission with Gates Solutions unfold?
Two complementary modes. Mode 1 is a complete audit of the recruiting function, followed by long-term advisory. Mode 2 is a targeted mission, started from a specific client issue: an objective to reach, a technology to deploy, a blocker to unblock.
In both cases, Guillaume Alexandre positions himself as the technical right hand of the Head of Talent Acquisition, not as a distant external vendor.
Audit and advisory
The classic mode. We start from a blank page, map the existing setup, identify what works and what's holding back. Output: a prioritised roadmap and quantified objectives. This is what Heads of Talent Acquisition look for when they want to restructure their recruiting function in depth, or when they take their footing on a new scope and want an independent assessment before launching initiatives.
Once the roadmap is set, I stay available for support. Not to do it for you, but to help your in-house people move the initiatives forward, serve as outside perspective, unblock when things resist. The goal is for them to own the subject, not depend on me.
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Discovery and alignment
A few daysScoping with the Head of TA and internal sponsors. Defining scope, objectives, constraints, access to tools and data. Identifying stakeholders to interview.
Deliverable: scoping note, audit plan, calendar. -
Field audit
A few days to two weeks, depending on scopeStructured interviews of recruiters, sourcers, hiring managers and a sample of recent candidates. Audit of process, tools, data. Funnel analysis and friction points.
Deliverable: raw material, field observations, first signals. -
Report and roadmap
Delivered about one week after the field audit endsSynthesis, readout to the Head of TA and sponsors. Complete diagnostic. Prioritization of initiatives (quick wins, mid-term, long transformation). Setting of quantified objectives. Decision on what will be implemented, by whom, over what duration.
Deliverable: complete audit report, prioritised roadmap, implementation plan. -
Advisory and empowerment
Variable duration, autonomy-building logicThe right hand stays plugged in, but not to do it for you. The goal is to identify internal champions capable of carrying the initiatives, and to back them as a sparring partner. Iteration after iteration: each cycle improves the watchmaking of the recruiting function.
Deliverable: effective execution, progress metrics, skills transfer to the internal team.
Targeted mission on a specific issue
No global audit. You have a precise objective, a technology to deploy, a blocker to unblock. It's your issue that defines the mission, not a pre-formatted product. Scoping is short (typically one to two weeks), execution is tight on the identified scope, and success is measured against objectives agreed upfront.
A few common archetypes. This list is not exhaustive: every Mode 2 mission is built custom.
Recurring strategic sparring
You're Head or responsible for recruiting and you don't have anyone at the same level of expertise internally to put your attraction strategy in debate, prepare the roadmap, or settle trade-offs with someone who knows the craft.
MissionRegular calls, outside view of a practitioner, rigorous debate on your objectives and decisions.
Dashboards via API and MCP
Your ATS just opened an API or an MCP (Model Context Protocol) endpoint. You want to build custom dashboards and feed your decisions without depending on yet another vendor.
MissionPrototype the connection, deliver operational dashboards, train the internal team to evolve them.
AI integration into the TA funnel
You want AI to really improve candidate experience and recruiter experience, without falling into mindless automation or AI Act drift.
MissionFunnel audit, identification of the right AI injection points, tool selection, configuration, impact measurement on both candidate and recruiter sides.
Intelligent scoring against volume
You have an explosion in the number of applications (highly visible roles, applications massively assisted by generative AI). Your recruiters can no longer triage. You cannot, or do not want to, change ATS.
MissionIdentify the right tool or scoring integration, verify AI Act compliance, configure, measure impact.
Why work with Guillaume.
Because RecOps is an artisan craft, not a PowerPoint deliverable. To usefully advise a Head of Talent Acquisition in 2026, you have to keep doing the craft: using the tools, talking to candidates, attending conferences, testing new things before vendors show them in a demo.
Guillaume Alexandre is a practitioner. He comes from the field, he does the things, he keeps doing the things. Sourcing on missions, training several hundred recruiters per year, deploying and testing tools. No recycled slides, no matrices learned in school. What he proposes, he has tried, configured, sometimes failed, adjusted, made work again.
The other half of the work: keeping up with a market moving at an exhausting pace. New ATS versions, new LLM models, new integrations, new usages, new regulatory obligations. Specialized HR conferences (Sourcing Summit Europe, Sourcecon, local events), continuous discussions with an international ecosystem of practitioners, daily reading of reference newsletters. This watch is not a hobby, it's the core of the craft.
Above all: being honest. Telling you what I really think, not what sells. If you need me to support a system test, a tool evaluation, a vendor scoping, I'll be there, and the feedback will be frank. Technical right hand, agnostic perspective, no financial interest in the choices that will be made. That's what allows me to help you make the right decisions.
The role of an external RecOps is precisely to be this living interface between a Head of Talent Acquisition (already overwhelmed by their team and scope) and a market that mutates too fast to be tracked part-time. « By the way, did you see, this just came out. It could help on your initiative. » That sentence, dropped at the right moment on the right subjects, is what makes all the value of the engagement.
Going further: the theory of RecOps.
This section is for Heads of Talent Acquisition who want to understand the genealogy of RecOps, its conceptual framework, and why 2026 marks a turning point for the discipline.
The term emerged in the United States at the turn of the 2010s, in tech scale-ups that could no longer grow their recruiting teams by simple addition of headcount. James Colino theorized it in 2021 in his book RecOps: Recruiting Is (Still) Broken. Here's How to Fix It, with a five-pole model now widely adopted: Strategy, Operations, Recruiting, Data, and RecOps. RecOps is the layer that holds the other four together.
A modern Talent Acquisition team no longer just hires: it operates a system. Pipeline, conversion, candidate experience, employer brand, tools, regulatory compliance. RecOps is the layer that makes this system governable. Without RecOps, each role opening gets treated as a special case, in a rush, and the quality of hires depends on the recruiter of the day. With RecOps, every improvement made to the machine benefits all future openings, all recruiters, all candidates. It is continuous improvement, applied to recruitment.
RecOps takes on particular importance in 2026. AI accelerates everything: applications (a growing share now assisted by generative AI), tools for triage, scoring, evaluation. A myriad of solutions arrive every month. Hard to know which to use, which are compliant with the European AI Act, which will last.
ATSs themselves are transforming: API openings, MCP (Model Context Protocol) integration, the ability to interface LLMs directly onto the hiring pipeline. To leverage this without getting lost, you need a real understanding of what's feasible, granular knowledge of the ecosystem, and a certain technical mastery. Understanding processes is no longer enough. You need to know the solutions and which ones to choose.
The five-pole model by James Colino (2021). RecOps is not an additional department, it is the transversal layer that holds the other four together.
The questions I'm asked most.
What is the difference between RecOps, Talent Ops and People Ops?
The three terms designate close but not identical functions.
RecOps (Recruitment Operations) focuses on recruitment operations: process, tools, data, compliance, recruiter training. Scope: everything that serves the Talent Acquisition function.
Talent Ops (Talent Operations) is often used as a synonym for RecOps, particularly in the United States. In some organisations, it also includes post-hire activities (internal mobility, talent management).
People Ops is broader still. It covers the entire employee experience, from hire to exit: engagement, payroll, mobility, continuous training, culture. RecOps is therefore a subset of People Ops.
RecOps ⊂ Talent Ops ⊂ People Ops
What company size makes this relevant?
The natural target sits from 500 employees and 5 in-house recruiters or more. That is the scale where the recruiting function stops being held by a few people and needs an explicit operations layer.
Hyper-growth scale-ups, tech unicorns, large enterprises with centralised Talent Acquisition, insurance or industry groups structuring their IT or R&D hiring: these are the most frequent contexts.
Smaller, RecOps initiatives also exist but can be held in-house without long external advisory.
How much does a RecOps mission with Gates Solutions cost?
All missions are flat-fee, set against the exact scope. No daily rate, no standard catalog.
For an audit (Mode 1), the fee depends on the size of the team to audit, the number of interviews, the number of tools in the stack, geographic scope, and format (in-person or remote).
For a targeted mission (Mode 2), the fee depends entirely on the topic: deploying AI Act-compliant scoring, delivering dashboards via MCP, supporting a tech transition, etc.
Transparent quote within 24 to 48 hours after initial scoping.
Put it in perspective with the impact of RecOps. Facilitating just a handful of additional hires per year, which would otherwise have gone external, can cover the mission budget. Reducing time-to-hire and raising hire quality has a business impact that exceeds the cost of a RecOps intervention by several orders of magnitude.
How long does a RecOps audit take?
It depends on the format chosen.
In-person, the field audit takes on average 2 to 4 days depending on scope. Interviews and observations are condensed on-site to optimise everyone's time.
Remote, the field audit takes rather two weeks, the time to spread interviews over video without saturating calendars and to let analyses breathe between sessions.
The report and roadmap are delivered about one week after the audit ends. Count three to five weeks between kick-off and final readout, depending on format and team size.
The advisory phase that can follow then unfolds over several quarters, at variable cadence, with progressive autonomy-building of the internal teams.
Do I need an already-structured recruiting team?
Not necessarily, but a minimal structure helps. A Head of Talent Acquisition (or equivalent) leading the mission, and three to five recruiters at minimum for the audit to make sense.
For very young teams, the stake is often to avoid installing heavy process too early that will slow down velocity. Early RecOps then serves to choose the right tools from the start, rather than to fix an existing stack.
Does RecOps replace a Head of Talent Acquisition?
No, never. External RecOps is the technical right hand of a Head of TA. It complements, it challenges, it accelerates, it sets in motion. It does not decide instead of the Head of TA, does not manage their team and does not carry the attraction strategy.
How does the European AI Act impact RecOps?
The AI Act classifies AI systems used for screening, scoring and candidate evaluation among « high-risk » uses. This implies precise obligations for the user company: transparency, explainability, effective human oversight, documentation, audit.
Concretely, European companies that use or plan to use generative AI in their recruitment funnel must now validate that their tools are compliant, document their usages and prepare responses in case of audit.
For RecOps, this is a new transversal initiative: audit the current stack, identify non-compliant tools, negotiate evolutions with vendors, install internal governance. One of the hottest topics right now.
Does Gates Solutions work in French and English?
Both. Guillaume Alexandre is bilingual FR/EN. Audits, reports, readouts, advisory: in either language, or bilingual depending on teams.
Do we work remote, on-site, hybrid?
Hybrid by default. The field interview phase (step 2 of Mode 1) clearly benefits from on-site presence, typically 2 to 4 days spread across the scope. The rest (scoping, synthesis, readout, advisory) is mostly remote, with occasional travel as needed.
It is not impossible to do all of Mode 1 remote if your teams are already remote-native. The field audit then takes rather two weeks, the time to spread interviews over video. Hybrid remains preferable for diagnostic quality, but it is not a blocker if your constraints require it.
For targeted missions (Mode 2), it is often fully remote, except for specific workshops.
Where do I start if I want to discuss a mission?
Book directly in my calendar, or write me an email with your context and objectives. Free first 30-minute conversation, to qualify together whether a RecOps mission makes sense in your context and in what format. No gatekeeper, no long form.
Talk about your recruiting function.
An email, a call, a 30-minute conversation. To qualify together whether a RecOps mission makes sense in your context, and in what format. No gatekeeper, no long form.