Tuesday, 9:12 a.m. Fatou Diallo, HR director at Nuvia, calls you: she wants 3 full-stack profiles by Thursday. Today, you open the ATS, then the spreadsheet of mandates, then your inbox, to find out who stands where. Applications from job boards are waiting for a manual sort, and no one remembers whether Marie Laurent has already been presented to Nuvia. Your ATS knows everything. It finds nothing. With Marvin Recruiter, the answer lives in a single pipeline: the mandate, the candidates ranked for the role, and the history with the client sit on the same screen (demo, fictional profiles and companies).
When an agency owner types "recruitment management software" into a search engine, the real question isn't "which tool files my CVs best" but "which tool helps me find the right candidate the moment the client calls". We build Marvin Recruiter. This comparison is written in a factual spirit: it describes the tools on the market along with their strengths, and answers a question we hear often, where to find a reliable automatic candidate scoring tool.
What is recruitment management software?
Recruitment management software is a tool that centralizes incoming applications, tracks each candidate through a staged pipeline, keeps exchanges and evaluations on a record, and helps the recruiter prioritize. It's also called an ATS (Applicant Tracking System) or applicant tracking software.
The nuance is one of scope. Applicant tracking software often stops at following up applicants for one posting. Recruitment management software covers the full cycle: sourcing, candidate management over time, interviews, decision. For an agency, the cycle continues through to placement and invoicing, which we cover in our article on the 12-step recruitment process.
What's really at stake is less about filing than about retrieval. According to the GEM Benchmark Report 2025, 44% of people hired were already in their employer's ATS (market data). Useful recruitment management software is therefore one that surfaces these profiles at the right time: your own talent pool first.
Why doesn't an agency manage candidates like an internal HR team?
An internal HR team recruits for itself, an agency recruits for a client who decides. That difference changes the structure of the tool. The HR team tracks one posting and its candidates. The agency tracks, in parallel, a mandate pipeline (which client, which role, which deadline) and a candidate pipeline, with the same candidate sometimes positioned on 3 different mandates.
The practical consequence: every move in the candidate pipeline needs to read on the client side too. When Karim Ouali moves to "Presented," the interview notes, the shortlist and the client follow-up need to follow without re-typing anything. An ATS built for an internal HR team doesn't always plan for this dual candidate-and-client view.
How do you organize a Kanban recruitment pipeline?
A recruitment pipeline is the sequence of stages a candidate moves through, and a Kanban board is its column view. One card per candidate, dragged from one stage to the next: the recruitment Kanban shows at a glance where a process is stuck.
What stages should an agency's pipeline have?
6 stages are enough for most agencies. In Desk, our demo follows Sourced, Contacted, Qualified, Interview, Presented, Hired: a breakdown that fits the trade, where direct outreach often comes before the application. Only add a stage if it triggers a different action (interview notes, a client send, a follow-up); otherwise, it slows down reading the pipeline.
Kanban, grid or cards: which view should you pick?
Anyone can pick their own view, as long as the stages stay the team's. At Marvin Recruiter, the pipeline displays as a grid, cards or Kanban, but the process and statuses are shared: if every recruiter invents their own columns, reporting becomes unreadable. A limit we own: Marvin currently offers a single set of process stages per agency. Details on the platform are on the Desk, Marvin's ATS and CRM page.
Where can you find a tool for automatic application scoring?
Today, a tool for automatic application scoring lives in 3 places: inside some ATS platforms, inside a Copilot built into the ATS, and inside your own AI connected to your ATS through an MCP server. ATS platforms on the market rank the applications received for a posting; a built-in Copilot compares the profiles in your database against a role; Claude or ChatGPT, connected to the ATS, run the same comparison from your usual chat.
On the market side, Flatchr, for instance, advertises a feature that surfaces the most relevant profiles at the top of the list, with no automatic rejection. On the Marvin Recruiter side, the Copilot compares profiles against the role (the score_candidates_for_job tool) and searches your talent pool (match_candidates_to_job): it returns profiles ranked for the role and for their history with you. Marvin also offers an official MCP server with 53 tools, included in every plan with no per-request credit, to do the same from Claude, ChatGPT or Cursor, on your own AI subscription. Details are on our AI Copilot page.
How does application scoring work?
Scoring compares a profile against a set of criteria: keywords from the posting, skills, experience, location, availability. The simplest approaches count terms shared between the CV and the posting, with a known limit: 2 different phrasings of the same skill don't recognize each other. Semantic approaches read the full text of the CV and the notes, which surfaces a candidate even if they were never tagged with the right keyword. We cover these mechanisms in our article on sorting CVs with an ATS.
Is automatic application scoring reliable?
A score is reliable for sorting volume, not for deciding on a hire. It depends entirely on the criteria chosen and can reproduce a bias present in those criteria. The EU's AI regulation, in fact, classifies systems used to filter applications and evaluate candidates as high-risk (EU AI Act, Annex III). So require a score that explains itself, one that states why a profile surfaces, and keep the human decision as the final word.
At Marvin Recruiter, the ranking stays advisory: the Copilot prepares, and by default nothing goes out without your approval. The explained process score is part of the advanced AI option, on quote. Marvin doesn't use your data to train AI models.
How does Marvin Recruiter connect pipeline, scoring and client?
Marvin Recruiter connects the candidate pipeline to the client mandate in a single database. Desk and its 5 apps cover the cycle: Desk brings together the ATS, the CRM, outreach and messaging, with the Copilot included; Career publishes job postings; Scout, Note and Board are added in the Suite plan. Here is the same morning as in the introduction, on screen (demo, fictional profiles and companies).
- 9:12 a.m.: Nuvia's mandate is open in Desk. Applications published through Career to 89 job boards arrive in the same pipeline.
- 9:20 a.m.: you ask the Copilot to compare your talent pool against the role. Marie Laurent and LĂ©a Garnier surface, with the reasons for the ranking.
- 9:30 a.m.: you add Marie to the process. The record and the pipeline update, and the action is logged on the record.
- 11:00 a.m.: after the interview, Note attaches the interview notes to the record. Marie moves to "Presented," and Fatou Diallo discovers the shortlist in Board, through a simple link, with no account needed.
The client follow-up message is drafted by the Copilot, but it waits for your approval before it goes out. The Copilot does the work. You keep the final say: it acts with your permissions, and every action is logged on the record. "Complete visibility on our candidate and client database," says Marvin B., head of recruitment at 421.
On the budget side, Marvin Recruiter publishes public pricing: Pro starting at €129 and Suite starting at €189 excl. VAT per user per month on annual billing (€159 and €219 on monthly billing), a 12-month commitment, prices recorded on 2 November 2026. The Copilot and the MCP server are included in both plans. Details are on the Pricing page.
Recruitee, Taleez, Flatchr: what do the market's software options offer?
Recruitee, Taleez and Flatchr are ATS platforms built first for the internal HR teams of SMBs and mid-size companies, according to their own pages. We build Marvin Recruiter: each solution is described from its public pages, recorded on 28 October 2026. When a point isn't documented, we say so.
What Recruitee, Taleez and Flatchr do well
Their strengths are real, especially for an internal HR team.
- Recruitee: a very broad HR journey, from posting to onboarding, and more than 200 integrations through Tellent's marketplace.
- Taleez: a French vendor founded in 2016, data hosted in France and a highly customizable career site.
- Flatchr: distribution advertised on more than 160 job boards and a CV ranking that doesn't screen anyone out without human review.
How do they compare on pipeline and scoring?
On pipeline and sorting, the 4 tools all cover application tracking; the gap is in tracking an agency's clients.
| Solution | Target audience (per vendor) | Pipeline | Sorting and AI | Advertised multi-posting | Agency client tracking |
|---|---|---|---|---|---|
| Recruitee (Tellent) | SMBs and mid-size companies with 50 to 1,000 employees, internal HR teams | Customizable pipelines | Help drafting postings and messages, evaluation tracking | Yes, career site and job boards | Not documented |
| Taleez | SMBs, mid-size companies, multi-site organizations, public bodies | Customizable stages, Kanban view | Interview notes, candidate suggestions from the CV database, pre-qualification announced as an upcoming feature | More than 90 sites | Not documented |
| Flatchr | SMBs and mid-size companies with 20 to 1,000 employees, decentralized networks | Kanban | Ranking of the most relevant profiles, no automatic rejection | More than 160 job boards | Not documented |
| Marvin Recruiter | Agencies, IT staffing firms, temp staffing companies | Grid, cards or Kanban, a single set of stages per agency | Copilot that compares profiles against the role, human approval by default | 89 job boards | Account pipeline and mandate pipeline |
What to check based on your use case
If you run an agency, check 3 things in a demo. Tracking clients and mandates in the same database as candidates, how the score explains itself, and how your existing history gets imported. On the first point, the public pages of these 3 vendors don't document a client CRM built for an agency. For a wider overview, see our comparison of ATS + CRM platforms for recruitment agencies.
Which recruitment management software should you choose based on your profile?
The right tool depends first on who you're recruiting for.
- Internal HR team (SMB, mid-size company): Recruitee, Taleez or Flatchr are built for you. Marvin Recruiter isn't the best-suited tool if you only recruit for your own company.
- Recruitment agency: favor a tool that brings together ATS and CRM, with a mandate pipeline and shortlist sharing with the client.
- IT staffing firm: add mission, timesheet and bench tracking to your criteria.
- Independent recruiter: look for a complete tool you can use alone, with no IT project involved.
Recruitment management software: what criteria matter for an agency?
Before you sign, run every tool through these 7 criteria.
- A single database for candidates, client contacts and mandates, with history that follows the person.
- Full-text search across CVs and interview notes, beyond the record's own fields.
- A shared pipeline for the team, viewable as Kanban, with stages that trigger actions.
- Explained scoring, used to prioritize and never to automatically screen out.
- Human approval before any AI-drafted send.
- Import of your existing history, deduplicated, instead of starting from an empty database.
- Clear commitments on data: hosting in France, no training of models on your candidates, AI providers listed in the DPA.
Your pipeline files things away. Your tool needs to find them.
Recruitment management software comes down to one simple question: when the client calls, can you find the right candidate on the spot? The Kanban pipeline shows where each profile stands, scoring helps prioritize, and the link to the mandate removes re-typing. The rest is something to check on your own data.
Your best candidates are already with you. Come see them. Book your 30-minute demo on your own database: not a feature tour, your actual case, no commitment. Book a demo.
FAQ
What's the difference between recruitment management software and an ATS?
The 2 terms often describe the same tool. ATS historically refers to tracking applicants for one posting, while recruitment management software covers the full cycle, from sourcing to hire, and for an agency, through to placement and invoicing.
Where can you find a tool for automatic application scoring?
Inside an ATS that ranks received applications (Flatchr advertises one, for example), inside a built-in Copilot like Marvin Recruiter's, which compares the profiles in your talent pool against a role, or inside Claude and ChatGPT connected to your ATS through an MCP server. Either way, require a score that explains its reasons.
Can recruitment software automatically reject candidates?
Only if you set up elimination filters. By default, an ATS ranks and surfaces, it doesn't decide in place of the recruiter. The EU's AI regulation, in fact, places application filtering among high-risk uses.
How do you organize a Kanban recruitment pipeline in an agency?
Start with 6 stages close to the trade (sourced, contacted, qualified, interview, presented, hired), shared by the whole team. Each column should match a concrete action: a call, interview notes, a client send.
Does Marvin Recruiter offer a Kanban pipeline and scoring?
Yes. Marvin Recruiter displays the pipeline as a grid, cards or Kanban, with the team's shared stages. Its Copilot compares the profiles in your talent pool against a role and ranks them, with human approval before any send. The explained process score is part of the advanced AI option, on quote.
How much does recruitment management software like Marvin Recruiter cost?
Marvin Recruiter publishes public pricing: Pro starting at €129 and Suite starting at €189 excl. VAT per user per month on annual billing (€159 and €219 on monthly billing), a 12-month commitment, prices recorded on 2 November 2026. The Copilot and MCP server are included in both plans.
Can a recruitment agency query its database from Claude or ChatGPT?
Yes, if the ATS exposes an MCP server. Marvin Recruiter offers an official MCP server with 53 tools, included in every plan, compatible with Claude, ChatGPT and Cursor: it lets you search, compare and update records on your own AI subscription. By default, sends go through a preview you approve.
Going further
- The reference guide: What is an ATS? The recruitment software FAQ
- For agencies: Software for recruitment agencies
- The sales side: CRM for recruitment
- An ATS comparison: Marvin Recruiter or TeamTailor?
- All comparisons: Marvin Recruiter comparisons
The related Marvin Recruiter app
Desk, Marvin Recruiter's platform: ATS and CRM combined, pipeline as a grid, cards or Kanban, outreach, messaging and the Copilot included. Discover Desk.