Helpdesk migration
Field-level mapping, validation, and rollback between Rezolve.ai and Freshdesk. We move data and schema; workflows are rebuilt natively in Freshdesk.
Rezolve.ai
Source
Freshdesk
Destination
Compatibility
8 of 10
objects map 1:1 between Rezolve.ai and Freshdesk.
Complexity
CModerate
Timeline
3-5 weeks
Overview
Moving from Rezolve.ai to Freshdesk is a migration from an ITSM-focused, Teams-native AI service desk to a customer-facing, omnichannel support platform with transparent per-agent pricing. Rezolve.ai organizes around AI Skills and Task Skills that power autonomous L1 resolution; Freshdesk uses Freddy AI as an agent copilot and separates automation into Knowledge (articles) and Workflows (action sequences). We extract ticket history, knowledge article content, and user records through a combination of admin exports and direct data retrieval, map them to Freshdesk's Ticket, Solution, Contact, and Agent objects, and document every Rezolve.ai Skill and Workflow trigger for reconstruction in Freshdesk's native automation tools. The platforms serve different primary use cases—Rezolve.ai targets internal IT and HR support; Freshdesk targets external customer support—so the migration scope includes a review of whether existing ITSM workflows (SLA policies, escalation rules, IT-specific request categories) have direct Freshdesk counterparts or require Freshservice as a more appropriate destination.
Every standard and custom field arrives verified.
AI proposes the map; you confirm before any record moves.
Parent–child, lookups, and ownership stay linked.
Calls, emails, meetings — with original timestamps.
Documents, uploads, and inline notes move with the record.
Why teams make this switch
Leaving
What's pushing teams away
Choosing
What's pulling them in
Object mapping
Each row shows how a Rezolve.ai object lands in Freshdesk, including any object-level transformations, lookup resolution, or schema-design dependencies.
Typical mapping — final map is confirmed during the sample migration step.
Rezolve.ai
Ticket
Freshdesk
Ticket
1:1Rezolve.ai Tickets map directly to Freshdesk Tickets with status, priority, assignee, requester, and created/updated timestamps preserved. The Rezolve.ai conversation thread attaches to Freshdesk's ticket conversation view as message entries with author and timestamp. AI resolution flags and auto-resolution metadata (whether an AI Skill handled the ticket) do not transfer because Freshdesk's Freddy AI uses a copilot model rather than autonomous ticket resolution. Custom fields on tickets migrate with their data types preserved; Rezolve.ai-specific picklist values require a lookup table review during scoping to map to Freshdesk picklist equivalents or convert to text fields.
Rezolve.ai
Knowledge Article
Freshdesk
Solution
1:1Rezolve.ai Knowledge Articles export with title, body content, categories, and visibility settings. They map to Freshdesk Solutions, which serve the same self-service and agent-reference function. The article text migrates as HTML or markdown depending on formatting complexity. Internal links within articles (linking to other Rezolve.ai articles) will point to stale Rezolve.ai URLs after migration; we document every internal link encountered and recommend a link audit using Freshdesk's article URL structure post-migration. AI-resolution metadata (confidence thresholds, linked Skills, auto-resolution triggers) does not migrate and requires Freshdesk Freddy AI Skill configuration as a separate step.
Rezolve.ai
User
Freshdesk
Contact
1:1Rezolve.ai User records (employees who submit tickets) map to Freshdesk Contacts. Email, name, department, and manager fields transfer directly. Role assignments (end user vs agent) determine whether the record becomes a Freshdesk Contact or Agent. We flag records where the Rezolve.ai role is ambiguous and let the customer's admin confirm the destination type during scoping.
Rezolve.ai
Agent
Freshdesk
Agent
1:1Rezolve.ai Agent profiles (name, email, team assignments, workload data) map to Freshdesk Agents. Agent group memberships in Rezolve.ai map to Freshdesk Groups. SLA assignments and escalation rules are Rezolve.ai configuration settings rather than record-level data; we document these during scoping for recreation in Freshdesk's SLA and escalation configuration.
Rezolve.ai
Team
Freshdesk
Group
1:1Rezolve.ai Teams represent routing groups and service desk squads. They map to Freshdesk Groups, which serve as the primary routing and assignment unit in Freshdesk's workflow configuration. We preserve team names, descriptions, and membership. The destination routing logic (which Group handles which ticket type) is configured in Freshdesk rather than migrated.
Rezolve.ai
Skill
Freshdesk
Workflow (documented for rebuild)
lossyRezolve.ai Knowledge Skills and Task Skills are AI resolution units tied to the platform's GenAI infrastructure and LLM integration. These have no exportable counterpart in Freshdesk. We document every Skill's trigger conditions, linked knowledge articles, and intended resolution actions during scoping as a written specification. The customer's admin uses this specification to configure Freshdesk Freddy AI Agent Workflows, which use a modular block model (Collect, Check, Act, Transfer) to replicate the skill logic. This documentation step is included in the migration scope; the actual Workflow configuration in Freshdesk is performed by the customer's admin or a Freshdesk implementation partner.
Rezolve.ai
Workflow
Freshdesk
Automation (documented for rebuild)
lossyRezolve.ai workflows define automation sequences for ticket routing, approvals, and escalations using a drag-and-drop Creator Studio interface with proprietary AI logic blocks. Freshdesk's automation model (ticket creation rules, ticket update rules, scenario automations, and Freddy AI Workflows) follows a different block-based structure without a direct import path. We export every Rezolve.ai workflow definition, trigger, condition, and action as a written specification document, then recommend the Freshdesk automation type that best fits each use case. The customer's admin rebuilds the automations in Freshdesk; we do not perform workflow rebuild as part of the migration scope.
Rezolve.ai
Conversation
Freshdesk
Ticket Conversation
1:1Rezolve.ai conversation threads attach to Tickets and capture the full chat history between employees and agents inside Microsoft Teams. We preserve message timestamps, author names, and message body content. Thread metadata such as AI-handled flags, reaction counts, and Teams-specific formatting (emoji reactions, threaded replies) may not transfer. Conversation data is extracted from Teams export files and mapped to Freshdesk's conversation format by author and timestamp.
Rezolve.ai
Custom Field
Freshdesk
Custom Field
1:1Custom fields on Rezolve.ai Tickets, Users, and other objects migrate with their data types (text, number, date, picklist, multi-select) preserved. We flag any custom field that depends on Rezolve.ai-specific picklist values, formulas, or computed fields that cannot map directly to Freshdesk's custom field schema. These become text fields or require manual reconfiguration in Freshdesk's field editor during the post-migration configuration phase.
Rezolve.ai
Attachment
Freshdesk
Attachment
1:1File attachments on tickets, knowledge articles, and conversations migrate as binary blobs with file names preserved. We attach them to the corresponding destination records in Freshdesk. Storage location references are updated to Freshdesk's attachment storage. Large file attachments (>25 MB per Freshdesk API limits) require alternative transfer methods documented during scoping.
| Rezolve.ai | Freshdesk | Compatibility | |
|---|---|---|---|
| Ticket | Ticket1:1 | Fully supported | |
| Knowledge Article | Solution1:1 | Fully supported | |
| User | Contact1:1 | Fully supported | |
| Agent | Agent1:1 | Fully supported | |
| Team | Group1:1 | Fully supported | |
| Skill | Workflow (documented for rebuild)lossy | Fully supported | |
| Workflow | Automation (documented for rebuild)lossy | Fully supported | |
| Conversation | Ticket Conversation1:1 | Fully supported | |
| Custom Field | Custom Field1:1 | Fully supported | |
| Attachment | Attachment1:1 | Fully supported |
Gotchas + challenges
Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.
Rezolve.ai gotchas
Workflows require manual reconstruction on destination
AI Skills map to workflows, not to a transferable object
Public API only covers configuration, not ticket data
Knowledge base AI tagging does not migrate directly
Teams is the primary UI and data container
Freshdesk gotchas
API access is blocked on the free plan
Per-minute rate limits are account-wide and endpoint-specific
Multi-channel source types do not map 1:1 to all destinations
Custom objects created in-product cannot be accessed by other apps
Contact import requires at least 10 existing tickets in the account
Pair-specific challenges
Migration approach
Discovery and data audit
We audit the Rezolve.ai tenant across ticket volume, knowledge article count, active Skills, active Workflows, user and agent count, team structure, custom fields, and attachment volume. We use admin portal exports, Teams data extraction, and API queries to inventory all migratable records. We pair this with a Freshdesk edition review (Free, Growth at $15/agent, Pro at $49/agent, or Enterprise at $79/agent) based on required features, agent count, and any Custom Objects needed. The discovery output is a written migration scope, a record count by object type, and a confirmation of whether Freshdesk's ITSM coverage meets the customer's requirements or whether Freshservice is a better destination.
Source data extraction
We extract data from Rezolve.ai using the available methods: admin data exports for tickets and articles, Teams export files for conversation history, and direct queries for user, agent, and team records. We request read-only admin credentials and coordinate with the Rezolve.ai team for large exports if necessary. Each extraction produces a structured dataset with a manifest of record counts, field coverage, and any gaps identified. We flag any record type that cannot be extracted programmatically and recommend a manual export approach or data exclusion.
Knowledge base migration and internal link audit
We migrate Rezolve.ai knowledge articles to Freshdesk Solutions in article-count batches, preserving category hierarchy, visibility settings, and HTML/markdown content. During extraction, we log every internal hyperlink between articles. After the Freshdesk Solutions are created, we deliver an internal link audit report listing each source article URL and its corresponding Freshdesk article URL for the customer's admin to update manually. We do not perform automated link rewrites because Freshdesk's article ID assignment does not follow a predictable pattern.
Ticket, conversation, and user migration
We migrate Rezolve.ai Tickets to Freshdesk Tickets with requester resolved to Freshdesk Contact, assignee resolved to Freshdesk Agent, and conversation threads attached as message entries. Attachments migrate in parallel with tickets using Freshdesk's API with chunked upload handling. Custom field values migrate to Freshdesk custom fields; Rezolve.ai-specific picklist values that have no Freshdesk equivalent convert to text fields. We run a reconciliation count after migration (tickets in equals tickets out) before proceeding to user and agent validation.
Skills and Workflow documentation deliverable
We deliver a written inventory of every Rezolve.ai Knowledge Skill and Task Skill with its trigger condition, linked knowledge articles, intended resolution action, and a recommended Freshdesk Freddy AI Agent Workflow block structure that replicates the logic. We separately document every Rezolve.ai workflow automation with its trigger, conditions, actions, and escalation rules, mapped to Freshdesk's scenario automation and workflow rule equivalents. The customer's admin uses these documents to rebuild Skills and Workflows in Freshdesk; we do not perform the rebuild as part of the migration scope.
Cutover and validation
We freeze Rezolve.ai writes during cutover, run a final delta migration of records modified during the migration window, then enable Freshdesk as the system of record. We validate record counts across all object types against the source manifest, spot-check 25-50 random ticket and article records for data fidelity, and deliver the final reconciliation report. We do not perform post-migration admin support, workflow rebuild, or user training as part of the migration scope; these are separate engagements.
Platform deep dives
Rezolve.ai
Source
Strengths
Weaknesses
Freshdesk
Destination
Strengths
Weaknesses
Complexity grading
Moderate Helpdesk migration. 3 of 7 objects need a mapping; the rest are 1:1.
Overall complexity
Moderate migration
Derived from compatibility, mapping clarity, API constraints, and data volume across Rezolve.ai and Freshdesk.
Object compatibility
3 of 7 objects need a mapping; the rest are 1:1.
Field mapping clarity
Field mapping is derived from defaults — final spec confirmed during the sample migration.
Timeline complexity
7-object category — typical timelines run 2–7 days end-to-end.
API constraints
Rezolve.ai: Not publicly documented.
Data volume sensitivity
Rezolve.ai doesn't expose a bulk API — REST + parallelization used for high-volume runs.
Estimator
Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.
Step 1
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