Helpdesk migration

Migrate from Rezolve.ai to Freshdesk

Field-level mapping, validation, and rollback between Rezolve.ai and Freshdesk. We move data and schema; workflows are rebuilt natively in Freshdesk.

Rezolve.ai logo

Rezolve.ai

Source

Freshdesk

Destination

Freshdesk logo

Compatibility

80%

8 of 10

objects map 1:1 between Rezolve.ai and Freshdesk.

Complexity

CModerate

Timeline

3-5 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

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.

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

Rezolve.ai logo

Rezolve.ai

What's pushing teams away

  • Limited public API documentation makes deep integrations and automated migrations harder, pushing technical teams toward platforms with richer developer ecosystems.
  • Pricing opacity requires sales conversations to get accurate quotes, which frustrates procurement teams comparing multiple ITSM alternatives quickly.
  • Teams-only primary interface may limit adoption in organizations where employees work primarily in Slack, Zoom, or browser-based portals.
  • AI resolution quality depends on knowledge base maturity, so teams with poorly maintained KBs see lower auto-resolution rates than marketed benchmarks.
  • Smaller market presence compared to ServiceNow or Freshservice means fewer third-party integrations and community resources available.

Choosing

Freshdesk logo

Freshdesk

What's pulling them in

  • Free tier for 1-2 agents with no credit card makes initial evaluation risk-free and appeals to startups and small support teams.
  • Per-agent pricing is predictable and scales cleanly as teams grow from Growth at $15/agent/month to Enterprise at $89/agent/month.
  • Freddy AI Copilot and Email AI Agent bring AI assistance without forcing a full platform switch, appealing to teams already embedded in Freshdesk.
  • Multilingual help desk and customer portal features serve global SMB teams without requiring enterprise-level investment.
  • Collaborators up to 5,000 included in paid plans allow non-agent stakeholders to view tickets without additional licensing cost.

Object mapping

How Rezolve.ai objects map to Freshdesk

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

maps to

Freshdesk

Ticket

1:1
Fully supported

Rezolve.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

maps to

Freshdesk

Solution

1:1
Fully supported

Rezolve.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

maps to

Freshdesk

Contact

1:1
Fully supported

Rezolve.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

maps to

Freshdesk

Agent

1:1
Fully supported

Rezolve.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

maps to

Freshdesk

Group

1:1
Fully supported

Rezolve.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

maps to

Freshdesk

Workflow (documented for rebuild)

lossy
Fully supported

Rezolve.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

maps to

Freshdesk

Automation (documented for rebuild)

lossy
Fully supported

Rezolve.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

maps to

Freshdesk

Ticket Conversation

1:1
Fully supported

Rezolve.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

maps to

Freshdesk

Custom Field

1:1
Fully supported

Custom 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

maps to

Freshdesk

Attachment

1:1
Fully supported

File 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.

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.

Rezolve.ai logo

Rezolve.ai gotchas

High

Workflows require manual reconstruction on destination

Medium

AI Skills map to workflows, not to a transferable object

High

Public API only covers configuration, not ticket data

Medium

Knowledge base AI tagging does not migrate directly

Low

Teams is the primary UI and data container

Freshdesk logo

Freshdesk gotchas

High

API access is blocked on the free plan

High

Per-minute rate limits are account-wide and endpoint-specific

Medium

Multi-channel source types do not map 1:1 to all destinations

Medium

Custom objects created in-product cannot be accessed by other apps

Low

Contact import requires at least 10 existing tickets in the account

Pair-specific challenges

  • Rezolve.ai Config API does not export ticket or article data

    The Rezolve.ai public API exposes configuration functions (platform administration, skill management) but provides no endpoint for exporting tickets, knowledge articles, or conversation history. We use a combination of admin data exports from the Rezolve.ai portal, direct database queries where accessible, and Microsoft Teams export files for conversation data. This requires read-only admin credentials and coordination with the Rezolve.ai team for large-volume exports. Customers must confirm export feasibility and data access permissions before migration scoping begins.

  • AI Skills have no Freshdesk equivalent and require documentation for rebuild

    Rezolve.ai Knowledge Skills and Task Skills are the core AI resolution mechanism, linked to knowledge articles and configured with specific triggers and actions. Freshdesk's Freddy AI uses a different model (agent copilot for agent assistance rather than autonomous L1 resolution). We cannot migrate Skills as configuration. We document the business intent of each Skill—its trigger condition, linked KB articles, and intended resolution action—and deliver a written specification for Freshdesk Freddy AI Agent Workflow reconstruction. This adds timeline because the rebuild itself is performed by the customer's admin or a Freshdesk partner.

  • Internal knowledge base links require manual audit post-migration

    Rezolve.ai knowledge articles contain internal links to other articles using Rezolve.ai-specific URL structures. When articles migrate to Freshdesk Solutions, these internal links break because the destination article IDs differ. Freshdesk does not provide a bulk link-update tool for cross-article links in the same way that some platforms do. We document every internal link encountered during the export and deliver a list of source-to-destination URL pairs for the customer's admin to update manually. This is time-intensive for large knowledge bases with many cross-references.

  • Freshdesk's ITSM capabilities are limited compared to Rezolve.ai

    Rezolve.ai is purpose-built for ITSM with ITIL-aligned incident, problem, change, and request management, plus SLA enforcement and escalation rules tied to Skills. Freshdesk's ITSM features are more basic and designed for general customer support; ITSM-heavy organizations may find Freshdesk's request categories, change management, and problem-tracking insufficient. We flag every Rezolve.ai workflow, SLA policy, and escalation rule that has no direct Freshdesk counterpart during scoping and recommend whether Freshservice (Freshworks' dedicated ITSM product) is a more appropriate destination. If Freshdesk is confirmed as the destination, we document the functional gap for the customer to address during post-migration configuration.

  • Conversation metadata and Teams formatting do not transfer

    Rezolve.ai conversations are Microsoft Teams-native, with message formatting, emoji reactions, threaded reply structures, and AI-handled flags specific to the Teams+Rezolve.ai integration. We preserve the message body text, author, and timestamp. We do not transfer reaction counts, threaded reply hierarchy beyond simple chronological ordering, or Rezolve.ai-specific metadata such as whether a message was generated by an AI agent. Customers with compliance requirements around conversation audit trails should confirm that the extracted message text meets their records retention standards before migration.

Migration approach

Six steps for a successful Rezolve.ai to Freshdesk data migration

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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

Context on both ends of the pair

Rezolve.ai logo

Rezolve.ai

Source

Strengths

  • Deep Microsoft Teams integration keeps employees in their primary work tool without switching contexts.
  • Agentic AI approach with Knowledge and Task Skills handles actual task execution, not just FAQ responses.
  • High auto-resolution rates reduce Tier 1 ticket volume and lower support costs.
  • G2-validated ease of setup and customer support reputation reduces implementation friction.
  • Pre-built knowledge on leading SaaS products accelerates time-to-value for common IT scenarios.

Weaknesses

  • Limited public API documentation creates challenges for programmatic access and automated migrations.
  • Teams-first design may not suit organizations using Slack or other primary communication platforms.
  • Smaller market footprint means fewer third-party integrations and community resources than established ITSM platforms.
  • AI resolution effectiveness depends heavily on internal knowledge base quality and maintenance.
  • Pricing requires direct sales engagement, making competitive evaluation and budget planning harder.
Freshdesk logo

Freshdesk

Destination

Strengths

  • Generous free tier with no credit card required for 1-2 agents for 6 months.
  • Per-agent pricing model is transparent and scales linearly with team growth.
  • Freddy AI Copilot integrates assistance directly into the agent workspace without requiring separate tooling.
  • Multilingual help desk and customer portal serve global teams on Pro and Enterprise plans.
  • Shared inbox, threads, and tasks keep ticket context unified across multi-channel conversations.

Weaknesses

  • Freddy AI is a separate paid add-on charged per session, making AI costs unpredictable and hard to budget.
  • Performance issues including delayed loading and duplicate tickets are recurring user complaints during high-volume periods.
  • Customization is more limited than Zendesk, with fewer workflow options and reporting flexibility.
  • Add-ons for chat, advanced routing, and custom reporting are gated behind higher tiers or separate module purchases.
  • API access is completely disabled on the free plan, blocking any programmatic data export or migration tooling.

Complexity grading

How hard is this migration?

Moderate Helpdesk migration. 3 of 7 objects need a mapping; the rest are 1:1.

C

Overall complexity

Moderate migration

Derived from compatibility, mapping clarity, API constraints, and data volume across Rezolve.ai and Freshdesk.

  • Object compatibility

    C

    3 of 7 objects need a mapping; the rest are 1:1.

  • 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

    Rezolve.ai: Not publicly documented.

  • Data volume sensitivity

    B

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

Estimator

Estimate your Rezolve.ai to Freshdesk migration cost

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

Step 1

What are you migrating?

Pick a category, then your source and destination platforms.

Category

FAQ

Frequently asked questions about Rezolve.ai to Freshdesk data migrations

Answers to the questions buyers ask most during Rezolve.ai to Freshdesk migration scoping. Not seeing yours? Book a call.

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Migrations under 10,000 tickets and 500 knowledge articles with straightforward team and skill structures land between three and five weeks. Migrations exceeding 50,000 tickets, large knowledge bases with 1,000+ articles, or complex multi-skill structures with extensive automation dependencies move to eight to twelve weeks because of knowledge base restructuring time, internal link auditing, and the comprehensive Skills and Workflow documentation deliverable. The timeline assumes timely access to Rezolve.ai admin credentials and export data, and prompt review of the Skills and Workflow inventory by the customer's admin team.

Adjacent paths

Related migrations to explore

Ready when you are

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