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AI Matching

From role description to ranked shortlist. Lumiere handles what's in between.

Write a role. Lumiere drafts the JD, scores the CVs when they arrive, and searches your consultant pool for the best internal match. Every score sourced. Every gap named. Every shortlist defensible.

AI scored and ranked list of candidates
Detailed AI generated match report

Write a role. Get a post-ready JD in seconds.

Lumiere reads your firm's role hierarchy, your seniors' certification mix, and the language from prior hires in the same practice, then drafts a complete job description. Enter the details, paste or upload, select your tone and you're off.  Not a prompt-filled template. A real JD: the right seniority signals, the right skills, the right tone for the firm.

Write a role. Get a post-ready JD in seconds.

Lumiere reads your firm's role hierarchy, your seniors' certification mix, and the language from prior hires in the same practice — then drafts a complete job description. Not a prompt-filled template. A real JD: the right seniority signals, the right skills, the right tone for the firm.

What Lumiere drafts.

Role title and seniority, drawn from your real role hierarchy. Required skills, tools, and certifications, drawn from what your existing seniors hold. Day-to-day responsibilities, drawn from how the role actually runs at your firm. The firm-specific parts that vary by practice and seniority. Where firm-grounded AI earns its keep.

Are you interested in shaping the future of QC? Do you want to be part of building something with massive impact? QC Global Services Security (QCSS) Engineering is looking for strong data scientists to join us as we make security smarter and simpler for all QC customers. Today is just the beginning, and we want you to be part of our journey to innovate the way in which our users experience security. If you want to be part of the development and launch of a new AWS service, we want to meet you!As a Data Scientist, you’ll partner with our engineering and business teams to build solutions that surprise and delight our customers. We’re looking for Data Scientists capable of using generative AI and other ML techniques to design, evangelize, and implement state-of-the-art solutions for never-before-solved problems. Summary Description Data Analyst Consulting Senior Business Analyst, Healthcare Location: US or Canada Job Type: Contract Work Mode: Remote Salary Range: $140,000 - $185,000 Experience: 8+ years

What your firm controls.

DEI policy. Benefits. Equal-opportunity statements. Location and remote-work language. Compensation bands. Application instructions. Legal disclosures. Managed as reusable template blocks your team writes once and reuses across every JD. AI doesn't hallucinate legal text.

Modify with AI
Suggest
BenefitsTransparency about pay and benefits is highly valued by candidates:Perks like remote work, flexible hours, wellness programs, or company events. Choose template: Manage templates Default benefits
Diversity and Inclusion StatementA short statement affirming your commitment to an inclusive and diverse workplace.E.g., “We are an equal opportunity employer and value diversity in our workforce.” Default DEI Choose template: Manage templates
Application InstructionsGuide candidates on how to apply:Include a link to your application portal or email address.Mention any required documents (e.g., resume, cover letter, portfolio). Default App instructions Choose template: Manage templates
CompensationTransparency about pay is highly valued by candidates:Salary range (if applicable).Bonuses, commissions, or incentives. Choose template: Manage templates Default comp
Career Development OpportunitiesHighlight opportunities for growth:Training programs.Mentorship.Clear career progression paths Choose template: Manage templates Default career development

Together: post-ready in minutes.

AI-drafted firm specifics, plus the policy language your firm has already approved. Every JD reads like your firm. Every JD complies with what your firm has committed to. Ready to post the moment you're done editing.

Collaborate with business unit experts and engineers to research, design and develop cutting-edge generative AI solutions to address real-world challenges. Work backwards from customer feedback and usage data to understand what adoption patterns for generative AI are working and rapidly share them across the teams. Interact with customers directly to understand the business problem, help and aid them in implementation of generative AI solutions, deliver briefing and deep dive sessions to customers and guide customer on adoption patterns and paths for generative AI. Create and deliver best practice recommendations, tutorials, sample code, and presentations adapted to technical, business, and executive stakeholder. Are you interested in shaping the future of QC? Do you want to be part of building something with massive impact? QC Global Services Security (QCSS) Engineering is looking for strong data scientists to join us as we make security smarter and simpler for all QC customers. Today is just the beginning, and we want you to be part of our journey to innovate the way in which our users experience security. If you want to be part of the development and launch of a new AWS service, we want to meet you!As a Data Scientist, you’ll partner with our engineering and business teams to build solutions that surprise and delight our customers. We’re looking for Data Scientists capable of using generative AI and other ML techniques to design, evangelize, and implement state-of-the-art solutions for never-before-solved problems. One Step ApplyUpload your resume and confirm your email. Done, that’s it. No account creation, no life story needed. Come back later directly to this post - 2 years of data querying languages (e.g. SQL), scripting languages (e.g. Python) or statistical/mathematical software (e.g. R, SAS, Matlab, etc.) experience- 2 years of data scientist experience Summary Description Key Responsibilities Required Qualifications QuantCo.com Data Analyst Consulting Senior Business Analyst, Healthcare Location: US or Canada Job Type: Contract Work Mode: Remote Salary Range: $140,000 - $185,000 Experience: 8+ years Apply Now Send a link to this job Back to all jobs Q

Tailored to the role. Not a fixed checklist.

The Match Report scores each consultant on the dimensions that actually predict success on the engagement — five, ten, twenty, or more, depending on what the role demands. Lumiere reads the requirement and assembles the rubric. Dimensions group into three categories. Different roles emphasize different ones.

Capability:
what they can do.

Skills, expertise, experience, responsibilities. The substance of what the consultant brings to the engagement, sourced from the SOWs and timesheets that prove it.

Credentials:
what they've earned.

Education, certifications, language coverage, security clearances, regulatory qualifications. The formal qualifications, with currency dates and verification sources.

Fit:
how they suit this specific role.

Soft skills, industry experience, prior client analogs, and the role-specific requirements that vary engagement to engagement. The dimensions that change most by role, and where Lumiere's tailored rubric earns its keep.

Detailed AI generated match report

CVs come in. Lumiere reads them all.

Every incoming application scored against the same requirement. Not keyword-matched — scored on dimensions tailored to the role: capability, credentials, and fit. Lumiere makes the associations a keyword filter misses. A consultant who led SAP transformation programmes has systems integration depth, whether or not the CV uses that phrase. Experience in regulated industries carries into healthcare or financial services environments that need it. Transferable responsibilities recognised, not just matching titles.

Ranked. Reported. Ready to review.

Lumiere returns a ranked shortlist with a detailed report on each candidate: dimension scores, transferable skill calls, gaps named explicitly. The kind of analysis a senior recruiter does manually — done in seconds, across every application, with a source citation behind every score. Hours of screening down to a ten-minute review.

AI generated ranking and scoring of candidates

A client requirement comes in. Lumiere searches your whole organisation.

Every consultant in your pool, scored against the requirement in seconds. Not the three names a delivery manager keeps in their head. Every consultant — the senior on a rolling engagement ending in three weeks, the specialist who joined six months ago, the consultant on bench nobody has flagged. Lumiere surfaces them all, ranked, with a Match Report behind each score.

Requirement detailsFocus on skills, experience, certifications and education. Be as detailed as possible to get the best results. Mandatory requirements- Mandatory requirements- Proven experience in Java and Python programming languages.- Strong understanding of SQL and data management practices.- Experience with machine learning frameworks, particularly PyTorch.- Knowledge of embedding techniques and their application in data science.- Familiarity with AWS cloud services and deployment strategies.Skills- Strong problem-solving skills to address complex technical challenges.- Ability to work effectively in a collaborative team environment.- Excellent communication skills for clear articulation of technical concepts.- Attention to detail in code and data processing Create Enrich
Filtered consultant list

Every score has a source.

Years of experience link back to the engagement records that produced them. Skills link to the SOWs and timesheets they were used on. Certifications link to the verification record. Soft skills link to delivery feedback. A practice leader can defend every score in a Match Report in front of a client, a partner, or a steering committee - because every score has a source.

Detailed assignment history

See a Match Report on your kind of data.

Twenty minutes with the Lumiere team. Bring your own requirement, and we'll show Lumiere's AI Generated Content in action.

Built for the firms whose product is people.

Lumiere is the live data platform and AI workspace for IT consulting firms, managed service providers, and systems integrators - used by firms from 50 to 50,000+ consultants. Lumiere maintains a live, queryable record of every consultant, business unit, billing rate, and active requirement, synced from the HRIS, ATS, finance, and identity systems your firm already runs. Lumiere Live lets your team ask questions in plain English. Team Builder turns inbound requirements into ranked, client-ready teams in minutes. AI Matching builds job descriptions from any role description, scores incoming CVs for transferable skills, and matches your internal consultant pool against any open requirement.

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