HRMS migration

Migrate from TalentRecruit to Bullhorn ATS & CRM

Field-level mapping, validation, and rollback between TalentRecruit and Bullhorn ATS & CRM. We move data and schema; workflows are rebuilt natively in Bullhorn ATS & CRM.

TalentRecruit logo

TalentRecruit

Source

Bullhorn ATS & CRM

Destination

Bullhorn ATS & CRM logo

Compatibility

92%

11 of 12

objects map 1:1 between TalentRecruit and Bullhorn ATS & CRM.

Complexity

BStandard

Timeline

4-8 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from TalentRecruit to Bullhorn requires solving an export-coordination problem before any data moves, because TalentRecruit does not publish a public API. We work with TalentRecruit's implementation or support team to obtain bulk exports via their internal tooling, then ingest the resulting CSV or structured files into a staging environment for schema mapping. Bullhorn's REST API receives the migrated data with candidate profiles mapped to the Candidate entity, job orders mapped to JobOrder, applications mapped to JobSubmission, and tags preserved as custom label fields or native Bullhorn tags. Pipeline stages vary per TalentRecruit tenant, so we capture the customer's full stage sequence during discovery and configure Bullhorn Record Types and Sales Processes to match before migration. Custom fields from TalentRecruit require pre-creation in Bullhorn (either as standard custom fields or Custom Objects depending on the field count and edition tier) and are deployed into a Sandbox first for validation. Workflows, automations, and ERIKA AI configuration do not migrate; we deliver a written inventory of active rules for the customer's admin to rebuild in Bullhorn's automation tools.

Field-level fidelity

Every standard and custom field arrives verified.

Schema-aware mapping

AI proposes the map; you confirm before any record moves.

Relationships preserved

Parent–child, lookups, and ownership stay linked.

Full activity history

Calls, emails, meetings — with original timestamps.

Attachments & notes

Documents, uploads, and inline notes move with the record.

Why teams make this switch

Two sides of the same decision

Leaving

TalentRecruit logo

TalentRecruit

What's pushing teams away

  • Recurring performance degradation and slow load times during peak hiring periods, especially when generating reports or navigating large candidate pools, disrupt daily productivity.
  • Advanced workflow customizations and API-level integrations are limited compared to other enterprise ATS platforms, forcing teams to implement workarounds for specific reporting or automation needs.
  • Steep learning curve for advanced features beyond basic configuration means new recruiters require significant onboarding time before becoming productive.

Choosing

Bullhorn ATS & CRM logo

Bullhorn ATS & CRM

What's pulling them in

  • Agencies choose Bullhorn because it combines ATS and CRM in one platform, eliminating the need to switch between separate tools for candidate management and client relationship tracking.
  • The resume parser extracts contact details, work history, and skills into structured, searchable candidate profiles automatically without manual data entry, reportedly driving 24% more placements per recruiter.
  • Bullhorn's placement and split-billing model natively supports contract staffing workflows, handling start/end dates, overtime rules, and multi-party pay/charge rates in a single record.
  • The platform offers extensive third-party integrations through its Recruitment Cloud Marketplace, connecting with back-office, onboarding, and payroll systems used by staffing agencies.
  • 72% of Bullhorn customers are teams with fewer than 10 users, and Bullhorn's implementation team handles setup and data migration for small agencies going live within weeks.

Object mapping

How TalentRecruit objects map to Bullhorn ATS & CRM

Each row shows how a TalentRecruit object lands in Bullhorn ATS & CRM, including any object-level transformations, lookup resolution, or schema-design dependencies.

Typical mapping — final map is confirmed during the sample migration step.

TalentRecruit

Jobs / Requisitions

maps to

Bullhorn ATS & CRM

JobOrder

1:1
Fully supported

TalentRecruit job records map to Bullhorn JobOrder. The source job title, description, department, location, hiring manager assignment, and opening count migrate directly. TalentRecruit's configurable stage sequence for each job type maps to Bullhorn Record Types and Sales Processes that we configure before migration, preserving the customer's stage-count and approval-chain structure. JobOrder status (Open, Closed, On Hold) migrates directly.

TalentRecruit

Candidates

maps to

Bullhorn ATS & CRM

Candidate

1:1
Fully supported

TalentRecruit candidate profiles (contact information, work history, education, skills, resume files, and tags) map to Bullhorn Candidate records. Resume file attachments migrate as ContentDocument records linked via ContentDocumentLink to the Candidate. Candidate tags from TalentRecruit's flat label arrays migrate to Bullhorn's native tag system or to a custom multi-select picklist field depending on the tag cardinality.

TalentRecruit

Applications

maps to

Bullhorn ATS & CRM

JobSubmission

1:1
Fully supported

TalentRecruit application records linking a candidate to a job map to Bullhorn JobSubmission. Current stage, stage-transition timestamps, and source channel migrate. The stage name maps to the corresponding Bullhorn JobSubmission status within the configured Sales Process. If TalentRecruit tracks a custom rejection reason or disposition, we map it to a custom field on JobSubmission.

TalentRecruit

Interviews / Evaluations

maps to

Bullhorn ATS & CRM

Placement or Note + Task

1:1
Mapping required

Interview records from TalentRecruit include scheduled datetime, interviewer panel, calendar-integration references, and scorecards with free-text feedback. Scorecard templates vary per tenant and do not map to a native Bullhorn entity, so we flatten them into Note records attached to the JobSubmission with structured key-value pairs in the Note body, plus a Task record representing the interview activity on the Candidate timeline. The customer chooses between Note-flattening and a Bullhorn Custom Object for scorecards during scoping.

TalentRecruit

Job Postings

maps to

Bullhorn ATS & CRM

JobOrder + JobPosting (custom object)

lossy
Mapping required

TalentRecruit posting records track which job boards and career pages a requisition was published to, with posting date and status per channel. We export the posting manifest as a structured list. Bullhorn does not have a native JobPosting entity for multi-channel status tracking, so we create a lightweight Bullhorn Custom Object or map the posting manifest to Note records on the JobOrder, with one Note per channel for visibility.

TalentRecruit

Assessment Results

maps to

Bullhorn ATS & CRM

Custom Object or Note

1:1
Mapping required

Assessment scores and test results stored as linked records against a TalentRecruit application migrate to a Bullhorn Custom Object (if the customer is on Front Office Growth or Enterprise) or to a structured Note attached to the JobSubmission. Assessment type, score value, completion timestamp, and vendor name transfer. Proprietary third-party assessment vendor formats are not transformed; the raw score and metadata are preserved for the customer's admin to re-enter in the vendor portal if needed.

TalentRecruit

Offer Letters

maps to

Bullhorn ATS & CRM

Offer or Placement

1:1
Mapping required

TalentRecruit offer records include salary, benefits summary, start date, and approval status. Bullhorn does not have a native Offer entity separate from Placement, so we map offer fields to Bullhorn Placement (billing rate, pay rate, start date, end date, and status) plus a Note carrying the full offer terms for audit trail. Signed offer letter PDFs migrate as ContentDocument attached to the Placement.

TalentRecruit

Onboarding Records

maps to

Bullhorn ATS & CRM

Placement or Custom Object

1:1
Mapping required

TalentRecruit onboarding documents, task checklists, and task-completion status linked to the hired application migrate to Bullhorn. The checklist structure and completion state transfer to a Bullhorn Custom Object or to Note records on the Placement. Onboarding completion state resets at the destination; the original completion timestamps and checklist status are preserved in the migrated data for the customer's admin to re-enter in Bullhorn's onboarding module or a third-party onboarding tool.

TalentRecruit

Users / Roles

maps to

Bullhorn ATS & CRM

User

1:1
Mapping required

TalentRecruit user accounts, role assignments, and team membership are exported and mapped to Bullhorn User records. Roles from TalentRecruit map to Bullhorn permission groups and team structures. Users must be re-provisioned in Bullhorn by the customer's admin; we export the permission taxonomy as a reference spreadsheet. The Bullhorn migration user must have Modify All Data and API permissions; we coordinate this with the customer's Bullhorn admin before production migration begins.

TalentRecruit

Tags / Labels

maps to

Bullhorn ATS & CRM

Tag or Multi-Select Picklist

1:1
Fully supported

TalentRecruit candidate and application tags stored as flat label arrays migrate to Bullhorn native tags or to a custom multi-select picklist field on Candidate, depending on the tag volume and whether the customer wants tag-based filtering in Bullhorn's standard search. The full tag vocabulary is preserved. Bullhorn's tag system is entity-level; if tags need to be scoped per entity (Candidate versus JobSubmission), we recommend a custom multi-select picklist approach.

TalentRecruit

Companies / Clients

maps to

Bullhorn ATS & CRM

ClientCorporation

1:1
Fully supported

TalentRecruit client records map to Bullhorn ClientCorporation. Company name, address, industry, website, and primary contact information migrate directly. ClientCorporation is the top-level organizational entity in Bullhorn; it must be created before any Candidate or JobSubmission that references it.

TalentRecruit

Notes

maps to

Bullhorn ATS & CRM

Note

1:1
Fully supported

Free-text notes attached to TalentRecruit candidates, jobs, or applications migrate to Bullhorn Note records linked via ContentDocumentLink to the parent record. Note creation timestamps, author information, and rich-text body (including embedded images as separate ContentDocument records) are preserved. Bullhorn Note is the standard entity for unstructured commentary on any Bullhorn entity.

Gotchas + challenges

What specifically takes care here

Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.

TalentRecruit logo

TalentRecruit gotchas

High

No public API documentation means data export requires vendor involvement

Medium

Performance slowdowns during bulk operations and reporting

Medium

CV parsing delays can leave resume data incomplete at export time

Medium

Custom stage and workflow configurations vary per tenant

Bullhorn ATS & CRM logo

Bullhorn ATS & CRM gotchas

High

ATS Growth edition has no API access

High

Attachments excluded from CSV bulk exports

Medium

Custom Object limits vary sharply by edition

Medium

Opportunity pipeline stages are recruitment-specific

Low

Resume parse quality varies by document format

Pair-specific challenges

  • TalentRecruit export requires vendor coordination

    TalentRecruit does not publish API documentation publicly. Direct programmatic read access is not available through a standard developer portal. We coordinate with TalentRecruit's implementation or support team to obtain data exports via their internal tooling or bulk-export feature. This adds a coordination step to the migration timeline that is not present in migrations from platforms with open APIs. Customers should confirm export scope and format in advance of migration scoping to avoid surprises about which record types are included. The export window itself may require a support ticket and 5-10 business days of lead time.

  • Configurable stage schemas require pre-migration replay

    TalentRecruit allows organizations to configure pipeline stages, approval workflows, and custom fields per job type or department. There is no universal schema across tenants. We capture the customer's full stage sequence and field taxonomy during discovery and configure Bullhorn Record Types and Sales Processes to match before any record data moves. Custom fields from TalentRecruit that cannot be natively represented in Bullhorn are flagged as re-entry items. Stage replay validation happens in Sandbox before production migration.

  • CV parsing delays can leave resume data incomplete at export time

    Users report occasional delays in parsing uploaded CVs into structured candidate profiles in TalentRecruit. If an export is triggered shortly after a high-volume upload period, some candidate profiles may have incomplete resume-extraction data. We flag records with missing parsed fields and re-request extraction from the source or re-import the raw resume file at the destination to fill gaps. Resume file attachments (the original PDF or Word document) are the most reliable source and migrate as ContentDocument files regardless of parsing state.

  • Bullhorn Custom Object setup requires Bullhorn Support

    Bullhorn custom objects must initially be created by Bullhorn Support via a support ticket with a completed Custom Object Setup Spreadsheet. This adds 3-7 business days to the pre-migration timeline that is not present for standard field migrations. We prepare the Custom Object Setup Spreadsheet with all field names, types, edit types, and hint text during the schema design phase and submit it on the customer's behalf or guide the customer's Bullhorn admin through submission. Custom Objects created through marketplace integrations or compliance functionality do not count toward the 10-object limit.

  • Workflows and ERIKA AI configuration do not migrate

    TalentRecruit Workflows and ERIKA AI assistant configuration are platform-specific automation constructs that have no direct equivalent in Bullhorn. We do not migrate them as code. We deliver a written inventory of every active TalentRecruit Workflow with its trigger, conditions, and actions, and a written summary of any ERIKA AI rules configured for candidate sourcing or engagement. The customer's Bullhorn admin rebuilds these in Bullhorn Automation Tools or configures equivalent Bullhorn Amplify AI agents post-migration. This is a pair-specific limitation because ERIKA AI is a TalentRecruit-specific feature that does not exist in Bullhorn.

Migration approach

Six steps for a successful TalentRecruit to Bullhorn ATS & CRM data migration

  1. Export coordination and discovery

    We initiate contact with TalentRecruit's implementation or support team to request a bulk data export covering all record types in scope. We simultaneously audit the customer's TalentRecruit tenant for record counts by type (candidates, jobs, applications, interviews, offers, onboarding tasks, users, tags), the full pipeline stage sequence, custom field definitions, active workflow count, and ERIKA AI configuration. We document the Bullhorn edition (Bullhorn ATS, Front Office Growth, or Enterprise) required for the migration scope and confirm whether Bullhorn Custom Objects are needed for assessment results, onboarding checklists, or scorecards.

  2. Schema design and Custom Object provisioning

    We design the Bullhorn destination schema in a Salesforce Sandbox using the Bullhorn REST API metadata calls. This includes creating standard custom fields on Candidate, JobOrder, JobSubmission, and Placement; provisioning Bullhorn Custom Objects (via Bullhorn Support ticket with the completed Custom Object Setup Spreadsheet) for any assessment, onboarding, or scorecard data requiring structured storage; configuring Record Types and Sales Processes to match the TalentRecruit stage sequence; and mapping TalentRecruit roles to Bullhorn permission groups. Schema is validated in Sandbox before any production data moves.

  3. Staging ingestion and field mapping

    We load the TalentRecruit export into a staging environment and reconcile record counts against the discovery audit. We run the field mapping transform: mapping every TalentRecruit field to its Bullhorn equivalent (with type conversion for dates, picklists, and boolean flags), flattening scorecards to Note records or populating Custom Object fields, mapping offer letter metadata to Placement, and resolving tag arrays to Bullhorn native tags or custom multi-select picklists. We flag any TalentRecruit custom fields that have no Bullhorn equivalent for the customer to review and approve as re-entry items or drop.

  4. Sandbox migration and reconciliation

    We run a full migration into the Bullhorn Sandbox using production-like data volume. The customer's recruiting operations lead reconciles record counts (Candidates in, JobOrders in, JobSubmissions in, Placements in), spot-checks 25-50 random records against the TalentRecruit source, and validates that stage sequencing, tag assignments, and resume file attachments appear correctly in Bullhorn. Any mapping corrections are documented and the transform is re-run. The customer signs off the Sandbox results before production migration begins.

  5. Owner reconciliation and User provisioning

    We extract every distinct TalentRecruit user referenced on candidate, job, application, and engagement records and match by email against the Bullhorn destination's User table. Users without a matching Bullhorn User go to a reconciliation queue. The customer's Bullhorn admin provisions any missing Users (active or inactive depending on whether the original TalentRecruit user is still active) and assigns them to the correct Bullhorn permission groups. OwnerId references on records cannot be satisfied until all Users are provisioned.

  6. Production migration in dependency order

    We run production migration in record-dependency order: ClientCorporation (from TalentRecruit company/client records), Users (validated from step 5), JobOrder (job requisitions), Candidate (with resume files as ContentDocument), JobSubmission (applications linked to Candidate and JobOrder), Placement (with offer and onboarding data), Notes (scorecards, job posting manifests, and unstructured commentary), Tags, and Custom Objects (assessment results and onboarding checklists last because they often have lookups to Candidate or Placement). Bullhorn REST API handles all writes with rate-limit handling, exponential backoff, and batch chunking for records over 10,000.

  7. Cutover, validation, and workflow handoff

    We freeze TalentRecruit writes during cutover, run a final delta migration of any records modified during the migration window, then enable Bullhorn as the system of record. We deliver the TalentRecruit Workflow and ERIKA AI inventory document to the customer's admin team with Bullhorn Automation Tools or Amplify AI equivalents noted for each rule. We support a one-week hypercare window where we resolve any reconciliation issues raised by the recruiting team. We do not rebuild TalentRecruit Workflows or ERIKA configuration as Bullhorn automations inside the migration scope; that is a separate engagement or an internal admin task.

Platform deep dives

Context on both ends of the pair

TalentRecruit logo

TalentRecruit

Source

Strengths

  • End-to-end hiring lifecycle management from requisition through onboarding in one platform
  • High-volume CV processing capability suited for campus and enterprise hiring campaigns
  • Configurable workflow stages and approval chains per job or department
  • Built-in AI assistant (ERIKA) for candidate sourcing and engagement automation
  • SOC 2 Type II, GDPR, and DPDP compliance for enterprise security requirements

Weaknesses

  • No publicly documented API; integrations rely on undocumented endpoints or vendor-assisted exports
  • Performance degrades during high-traffic periods and report generation
  • Advanced customizations and workflow modifications require vendor support
  • Steeper learning curve for non-standard hiring processes and advanced features
  • Custom reporting capabilities are limited, often requiring workarounds
Bullhorn ATS & CRM logo

Bullhorn ATS & CRM

Destination

Strengths

  • Unified ATS and CRM on one platform purpose-built for staffing agencies, eliminating separate tools for candidates and clients.
  • Automated resume parsing extracts structured candidate data—contact details, work history, skills—into searchable profiles instantly.
  • Native placement and split-billing model handles contract staffing workflows including start/end dates and overtime rules.
  • Bullhorn Recruitment Cloud Marketplace offers 100+ pre-validated third-party integrations spanning the full recruiting lifecycle.
  • 24/7 global support coverage from 350+ support staff with dedicated account management included at all tiers.

Weaknesses

  • Widely regarded as old and bloated with an unintuitive interface and steep learning curve for new recruiters.
  • Slow page loads and performance lag cited in over 200 verified G2 reviews during high-volume recruiting periods.
  • Pricing is opaque—custom-negotiated per organization with significant upfront implementation fees that vary by deal.
  • ATS Growth edition excludes API access entirely, preventing automated data export without upgrading first.

Complexity grading

How hard is this migration?

Standard HRMS migration. All 7 core objects map 1:1 between TalentRecruit and Bullhorn ATS & CRM.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across TalentRecruit and Bullhorn ATS & CRM.

  • Object compatibility

    A

    All 7 core objects map 1:1 between TalentRecruit and Bullhorn ATS & CRM.

  • Field mapping clarity

    C

    Field mapping is derived from defaults — final spec confirmed during the sample migration.

  • Timeline complexity

    B

    7-object category — typical timelines run 2–7 days end-to-end.

  • API constraints

    B

    TalentRecruit: Not publicly documented.

  • Data volume sensitivity

    B

    TalentRecruit doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your TalentRecruit to Bullhorn ATS & CRM migration cost

Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.

Step 1

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Pick a category, then your source and destination platforms.

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FAQ

Frequently asked questions about TalentRecruit to Bullhorn ATS & CRM data migrations

Answers to the questions buyers ask most during TalentRecruit to Bullhorn ATS & CRM migration scoping. Not seeing yours? Book a call.

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Most migrations land between four and eight weeks for accounts under 15,000 candidates and 500 job orders with standard field mapping and no Custom Object setup required. Migrations requiring Bullhorn Custom Object provisioning (via Bullhorn Support ticket), large resume file handling, configurable stage-sequence replay across multiple pipelines, or onboarding record migration move to ten to sixteen weeks because of the vendor coordination window for the TalentRecruit export, Sandbox validation cycle, and Bullhorn Custom Object setup timeline. The TalentRecruit export coordination step alone adds 5-10 business days that must be accounted for in the project plan.

Adjacent paths

Related migrations to explore

Ready when you are

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