TalentFit AI

TalentFit for Organizations

Career Intelligence for the people you support.

Give the people your organization supports connected career intelligence and personalized guidance — without replacing the human support already around them.

Candidate first. Consent governed. No employer-side ranking or screening.

Why organizations

Support that stays connected between your sessions

Coaching, advising and representation are limited by hours. TalentFit AI is designed to hold context between them, so the person arrives at each conversation further along.

Continuity between sessions

Context, preparation and next steps can continue when staff, coaches, recruiters or program leaders are not in the room.

More consistent participant support

Eligible participants can receive a defined baseline experience rather than depending entirely on the time available in each human interaction.

Better prepared human conversations

Staff time can focus more heavily on judgment, coaching, decisions and personal support because participants arrive with stronger preparation.

A sponsor ready partnership model

Organizations can fund a defined level of access for an eligible cohort while preserving clear consent, privacy and program boundaries.

You stay the person they turn to. TalentFit AI just makes sure no one is left holding it all together between those conversations.

Primary current pathway

Build the organization experience with us.

The participant experience is live today. What TalentFit AI is building now is the organization layer around it, directly with selected early partners — who shape the participant experience, operating workflow, permissions, reporting, support model and path forward around a real candidate support use case.

Every organization partnership begins with a focused pilot.

Partnership models

Four ways to work with us

Every model answers the same questions: who it is for, how it is funded, what each side does, what stays private, how it is reviewed, and how a pilot begins.

Design Partnership

Primary

For a small number of organizations shaping how organization partnerships should work.

Best fit
Organizations with a strong candidate-support use case · Teams willing to collaborate closely on workflow design
Typically funded by
Customized terms
Participants get
The participant experience included in the scoped partnership · The same candidate-first protections as any other model
You get
Early structured access · A jointly scoped organization partnership
See the full program

Candidate Representation Partnership

For organizations representing candidates who want a connected preparation layer behind that relationship.

Best fit
Recruiters representing candidates · Staffing agencies representing candidates
Typically funded by
Representative-funded baseline for a defined candidate group
Participants get
Résumé and ATS intelligence · Résumé transformation
You get
Enrollment status · Participant approved preparation milestones
See the full program

Sponsored Cohort Partnership

For organizations funding a defined career experience for a named group of people.

Best fit
Communities · Fellowships
Typically funded by
The organization funds a defined baseline experience for the cohort
Participants get
The included baseline, defined during partnership setup · Clear visibility of what the partnership covers
You get
Partnership scoping and eligibility definition · Invitations and enrollment support
See the full program

Community and Strategic Partnership

For trusted communities and partners extending career support to the people who already follow them.

Best fit
Membership communities · Career and professional communities
Typically funded by
Sponsored member access
Participants get
Access as a benefit of belonging, not another subscription to evaluate · Clear visibility of what the community provides
You get
Partnership setup and member communication support · Co-branded onboarding resources
See the full program

Design Partnership

Primary

For a small number of organizations shaping how organization partnerships should work.

The organization experience is being designed now. Building it against real programs produces something usable; building it against assumptions does not.

Best fit

  • Organizations with a strong candidate-support use case
  • Teams willing to collaborate closely on workflow design
  • Partners who want influence over the model rather than a finished product

How it is funded

  • Customized terms
  • Pilot-based arrangement
  • Separately negotiated

What participants receive

  • The participant experience included in the scoped partnership
  • The same candidate-first protections as any other model

What the organization receives

  • Early structured access
  • A jointly scoped organization partnership
  • Direct product and Founder collaboration
  • Workflow review sessions
  • Partnership documentation and early implementation support
  • Transition planning after the design period

What the organization does

  • Participate in scoping and review sessions
  • Provide operational feedback
  • Test workflows against real programs
  • Agree what may be referenced publicly

What TalentFit AI does

  • Scope the engagement and timeline
  • Build against the feedback
  • Deliver the participant experience
  • Protect confidential information
  • Plan the transition after the design period

Privacy boundary

Design partnership does not change participant privacy. Feedback concerns workflows and program operation, never individual career information.

How reporting works

Workflow and partnership operation feedback, plus the reporting agreed for the underlying partnership type.

How the pilot begins

TalentFit AI and the partner jointly design, test and review the operating model against a real participant group.

How it launches

  1. Qualification
  2. Discovery
  3. Scope and timeline
  4. Working sessions
  5. Testing against a real partnership
  6. Feedback and review
  7. Decision on continuation

What is reviewed

  • Workflow validation
  • Operational feasibility
  • Participant experience feedback
  • Reporting and consent feedback

Continue, expand or conclude

  • Continue as a standard partnership
  • Expand to a wider rollout
  • Move to standard commercial terms
  • Conclude, with the work retained on both sides

Commercial terms depend on

Scope of collaboration · Participant volume · Engagement length · Support requirements

Discuss a design partnership pilot

Candidate Representation Partnership

For organizations representing candidates who want a connected preparation layer behind that relationship.

Candidates you put forward may need stronger materials, clearer positioning and better continuity between your conversations — work that is hard to scale across a desk of people.

Best fit

  • Recruiters representing candidates
  • Staffing agencies representing candidates
  • Talent agents
  • Candidate representation organizations
  • Candidate-side career representatives

How it is funded

  • Representative-funded baseline for a defined candidate group
  • Sponsor-funded candidate group
  • Sponsored baseline with optional independent participant upgrade

What participants receive

  • Résumé and ATS intelligence
  • Résumé transformation
  • LinkedIn positioning
  • Recruiter and hiring-manager perspectives
  • Interview preparation
  • Role analysis and opportunity prioritization
  • Career strategy and outreach preparation
  • Concierge guidance and application tracking

What the organization receives

  • Enrollment status
  • Participant approved preparation milestones
  • Updates the candidate chooses to share
  • Approved partnership summaries
  • Partnership review and readiness discussions
  • Support coordination

What the organization does

  • Remain the primary human relationship holder
  • Define who is represented
  • Maintain candidate communication
  • Use approved information only
  • Respect participant consent
  • Never use TalentFit AI for employer-side ranking

What TalentFit AI does

  • Support preparation and positioning
  • Provide connected career intelligence
  • Deliver participant guidance
  • Support enrollment
  • Provide approved reporting
  • Maintain candidate-first safeguards

Privacy boundary

You do not receive unrestricted access to a candidate's materials or intelligence. What reaches you is enrollment state, agreed milestones, and what the candidate chooses to share.

How reporting works

Enrollment and milestone reporting agreed during partnership setup, plus whatever the candidate intentionally shares with you. Not a feed of their activity.

How the pilot begins

A representative begins with a defined group of candidates and a selected preparation experience.

How it launches

  1. Discovery
  2. Candidate group definition
  3. Partnership setup
  4. Candidate invitation
  5. Enrollment
  6. Active preparation
  7. Representative support
  8. Partnership review

What is reviewed

  • Invitations and enrollment
  • Preparation milestones completed
  • Candidate and representative feedback
  • Support themes
  • Continuation interest

Continue, expand or conclude

  • Partnership access can continue, extend or conclude at the agreed date
  • When representation ends, partnership access ends — the candidate's own account does not
  • Optional individual access the candidate bought remains theirs
  • Private information stays private throughout

Commercial terms depend on

Candidate volume · Included access · Partnership duration · Support model · Reporting needs · Configuration

Discuss a candidate representation partnership pilot

Community and Strategic Partnership

For trusted communities and partners extending career support to the people who already follow them.

Your audience already trusts you for career guidance. Pointing them at another disconnected tool weakens that; extending real support strengthens it.

Best fit

  • Membership communities
  • Career and professional communities
  • Creator-led communities
  • Alumni networks
  • Strategic distribution partners

How it is funded

  • Sponsored member access
  • Cohort-based access
  • Co-branded access
  • Fixed partnership access
  • Strategic distribution terms, where separately approved

What participants receive

  • Access as a benefit of belonging, not another subscription to evaluate
  • Clear visibility of what the community provides
  • Evergreen or cohort-based access, depending on the structure
  • Optional independent upgrade

What the organization receives

  • Partnership setup and member communication support
  • Co-branded onboarding resources
  • Approved engagement summaries
  • Partnership review and renewal planning

What the organization does

  • Introduce the partnership to members accurately
  • Define member eligibility
  • Communicate what is included
  • Provide partnership feedback

What TalentFit AI does

  • Access setup and onboarding
  • Product delivery and participant support
  • Approved reporting
  • Partnership review

Privacy boundary

Community partners receive participation state and aggregated summaries. Individual member career information is never shared with the community.

How reporting works

Aggregated participation and engagement for the member group. Deliberately distinct from referral attribution, which is a different program entirely.

How the pilot begins

A community introduces TalentFit AI to a defined member group through an agreed access and communication model.

How it launches

  1. Discovery
  2. Community model definition
  3. Access structure
  4. Member communication
  5. Enrollment
  6. Active partnership
  7. Review and renewal

What is reviewed

  • Member uptake and activation
  • Participation across the group
  • Member feedback
  • Community feedback
  • Continuation interest

Continue, expand or conclude

  • Programs renew, expand, or conclude by agreement
  • When a partnership ends, members keep their accounts
  • Community-funded access stops; independent access continues

Commercial terms depend on

Member volume · Access structure · Partnership duration · Co-branding requirements · Support and reporting needs

Discuss a community and strategic partnership pilot

The participant experience

A connected experience, configured for the program

TalentFit AI's capabilities combine into a defined organization experience. What is included depends on the sponsored baseline, partnership goals, and any optional access the individual chooses.

Understand

Where someone actually stands, read the way hiring systems and reviewers may read them.

  • Free Career Analysis
  • Résumé and ATS intelligence
  • Recruiter perspectives
  • Hiring manager perspective

Position

Turning that reading into materials and a market position that hold up.

  • Résumé transformation
  • LinkedIn intelligence
  • Career positioning
  • Opportunity evaluation

Prepare

Getting ready for the specific conversations ahead, not generic practice.

  • Interview preparation
  • Role-specific guidance
  • Job Concierge support
  • Career strategy

Continue

Keeping context between steps so the next decision builds on the last.

  • Application tracking
  • Connected profile context
  • Personalized Concierge guidance
  • Ongoing next actions
Included in the programConfigured for the programOptional individual access

The capabilities shown above are available within TalentFit AI today. Together, we define which ones participants receive based on who the program supports and what it is designed to help them accomplish.

The organization experience

How an organization partnership is supported

Early programs are run with us directly rather than through self-serve administration, so the scope fits the partner rather than a template.

1

Set up the partnership

  • Define who the partnership supports
  • Confirm eligibility
  • Establish included access
  • Establish consent and reporting boundaries
  • Agree on support responsibilities
2

Run the partnership

  • Invite eligible participants
  • Support enrollment
  • Apply sponsored entitlements
  • Provide approved participant pathways
  • Manage support and escalation
3

Review what comes next

  • Review the partnership scorecard
  • Review approved measures
  • Gather participant and partner feedback
  • Decide whether to renew, refine, expand, or conclude

The exact organization experience depends on the program model and approved scope. TalentFit AI does not provide unrestricted access to participant career information.

How sponsored access works

The partnership funds access. The participant keeps ownership and control.

Sponsored access is delivered through a separate sponsored entitlement tied to the approved partnership. It is not created through the participant's personal checkout and is not treated as an ordinary paid subscription.

The partner funds the included baseline. Participants are never charged for capabilities already covered by the partnership.

Each participant uses their own TalentFit AI account and retains ownership of the work created within it.

A participant may independently choose to upgrade for access beyond the sponsored baseline. That upgrade is a separate personal decision and does not affect partnership eligibility, representation, employer consideration, recruiter prioritization, visibility, or hiring outcomes.

When sponsorship ends, the sponsored entitlement changes according to the partnership terms. Ending sponsorship does not itself delete the participant's account or work. Continued access remains subject to the account, retention, and product policies in effect.

  1. The partnership defines the included baseline
  2. TalentFit AI applies the sponsored entitlement
  3. The participant uses their own account
  4. The partner pays for the included access
  5. The participant may independently upgrade
  6. Partnership treatment remains unchanged
  7. Sponsorship may end without transferring or deleting the participant’s account

What the partner funds

The approved capabilities included within the partnership baseline.

What the participant owns

Their account, career information, created materials, and personal decisions.

What an upgrade changes

Only the participant’s personal access to additional TalentFit AI capabilities.

What an upgrade does not change

Partnership eligibility, representation, support treatment, candidate visibility, recruiter prioritization, employer consideration, or hiring outcomes.

What happens when sponsorship ends

The sponsored entitlement changes according to the partnership terms. The account itself remains subject to the standard account, access, and retention policies.

During early partnerships, sponsored entitlements are configured and administered directly with TalentFit AI rather than through self-serve organization tooling.

See the Sponsored Cohort Partnership

Candidate representation

You stay the representative.

TalentFit AI supports the participant's preparation, intelligence, positioning and action planning. It does not step between you and the people you represent.

You retain

  • The candidate relationship
  • The employer relationship
  • Representation decisions
  • Submission decisions
  • Negotiation
  • The placement process
  • Human judgment

TalentFit AI supports

  • Career evidence organization
  • Résumé and positioning work
  • Recruiter and hiring manager interpretation
  • Interview preparation
  • Role analysis
  • Application planning
  • Connected guidance

TalentFit AI does not become the employer-facing representative, and does not control who is submitted, selected, interviewed or hired.

Participant journey

Invitation through continued support

Who acts at each step, and where the boundaries sit.

Partnership setup

  1. OrganizationThe organization and TalentFit AI define the partnership
  2. OrganizationIdentifies eligible participants
  3. ParticipantReviews access and sharing terms

Participation

  1. TalentFit AIApplies the sponsored entitlement
  2. ParticipantUses the approved experience
  3. TalentFit AIProvides connected intelligence and guidance

Continued support

  1. ParticipantContinues independently, returns to the organization, or upgrades by personal choice
  2. Consent boundaryThe organization receives only approved and consented information
  3. ContinuityThe participant retains the account and work after sponsorship ends, subject to the approved policy

Visibility and consent

What you see — and what you do not

Sponsoring someone's access does not mean seeing their career. These are the boundaries the partnership is being designed around.

Shared with the organization

  • That a participant enrolled and is using their sponsored access
  • Program-level participation across the cohort
  • Measures agreed with the organization at the start of the program

Stays private to the participant

  • Résumé content, career history and the intelligence built from it
  • Concierge conversations and the guidance given
  • Which roles a participant is considering, and their applications
  • Anything the participant has not consented to share

Approved program measures may be provided through agreed pilot reporting, including manual reporting where organization administration is not yet self-serve.

Permissions are defined by the partnership, the organization role and participant consent, and are confirmed before a partnership launches — see our privacy policy for how information is handled today.

Candidate first, by design

The commitments we make to every participant

The individual remains at the center of every TalentFit AI organization partnership.
Candidate representation partners remain the primary representative and relationship holder.
Sponsored access is an organizational entitlement — people are never charged for what their sponsor already covers.
Optional individual upgrades never affect application visibility, employer consideration, representation, recruiter prioritization or hiring outcomes.
TalentFit AI is not an employer-side ATS, screening system, or recruiter replacement.
Partner access is governed by role, permission, consent, and approved partnership structure.
TalentFit AI does not rank candidates for employers.
Recommendations support participant decisions and do not make hiring decisions.
Sponsorship does not transfer ownership of the participant’s account or work.

Partnership measurement

What a partnership actually measures

Reporting exists to understand participation, support needs and how the program operated.

Measured

  • Invitations, enrollment and activation
  • Participation and capability usage
  • Milestone completion
  • Participant and organization feedback
  • Support themes and operational issues
  • Renewal interest

Never inferred, never used to rank

  • Employment, interview, compensation and employer response outcomes are not inferred from participant activity
  • No outcome is used to rank one participant against another
  • No result is presented as guaranteed
  • Any future outcome evaluation must be explicitly agreed, appropriately consented to, aggregated where possible, and protected against identification in small cohorts
  • Outcome evaluation is kept separate from candidate ranking and partner treatment

Program reporting is not used to rank candidates or to claim hiring outcomes.

Questions

Organization FAQ

Which partnership type should we choose?

If you represent candidates, begin with Candidate Representation Partnership. If you fund a defined experience for a named group, begin with Sponsored Cohort Partnership. If you support an established community or membership, begin with Community and Strategic Partnership. If you want to help shape the organization experience through a real use case, begin with Design Partnership.

Who pays under each partnership type?

Organization partnerships may use a partner funded baseline, sponsor funded cohort access, or another approved commercial structure agreed during partnership scoping. Participants are not charged for access included within a sponsored baseline. Optional independent upgrades remain separate from partnership eligibility and treatment.

Can participants decline?

Yes. Enrollment is a choice the participant makes, and declining does not affect their standing with your organization.

Can existing TalentFit users join a partnership?

Yes. Sponsored access is applied to the account someone already has — they do not start over or lose their work.

Can participants upgrade independently?

Yes, with their own card, at any point. An independent upgrade is separate from the included baseline and does not change their standing in the partnership.

Do upgrades affect representation or hiring outcomes?

No. Paying more never influences representation, support eligibility, employer consideration, recruiter prioritization or hiring outcomes. This is a permanent candidate first commitment across every TalentFit AI organization partnership.

What can the organization see?

Participation state and the measures agreed during partnership setup, plus whatever a participant intentionally shares. Not résumé content, Career Intelligence, Concierge conversations, applications, or the roles someone is considering.

Are Concierge conversations private?

Yes. They are between the person and TalentFit AI, and are not shared with a sponsor, representative, community, or organization.

Does TalentFit AI rank or screen candidates for employers?

No. TalentFit AI is not an employer ATS, a screening system, or a ranking platform, and no partnership type changes that.

Does TalentFit AI replace recruiters, coaches or advisors?

No. It is designed to extend what they do between conversations. The human relationship stays with the organization.

How long does a partnership last?

Partnerships carry a defined start and end agreed during scoping — commonly a pilot period, cohort cycle, or fixed sponsorship window.

How are partnerships measured?

By participation, milestone completion, feedback, and how the partnership operated. Employment, interview, compensation, and employer response outcomes are not inferred from participant activity, used to rank individuals, or presented as guaranteed results.

What happens when access ends?

Partnership-funded access stops. The participant keeps their account, their work and anything they purchased independently. Ending sponsorship does not itself delete the participant’s account or work. Continued access remains subject to the account, retention, and product policies in effect.

How are commercial terms determined?

After the participant group, included access, support model, reporting needs and duration are understood. There is no list price, because partnerships are not identical.

How is this different from the Creator Partner Program?

The Creator Partner Program is an affiliate and commission relationship. A Community and Strategic Partnership is built around participant access, member support, or a broader organization relationship. Different mechanics, different agreements.

How is consent handled?

Participants see what a partnership includes and what is shared before they enroll. Permissions are defined by the partnership structure, the organization role and participant consent, and confirmed before a partnership launches.

Résumé content, Career Intelligence Profile, Concierge conversations, roles under consideration, applications and personal strategy stay private to the participant unless they intentionally share them.

Commercial structure

Early organization partnerships begin with paid pilots scoped around participant volume, included access, implementation support, and agreed reporting. Design Partners may receive founding partner terms reflecting their contribution to shaping the organization experience.

Tell us who you support

We will identify the partnership structure that best fits the people you support, and be direct about what exists today, what can be configured through a pilot, and what is still being developed with early partners.

Discuss an Organization Partnership