CRM migration

Migrate from Merlin to monday CRM

Field-level mapping, validation, and rollback between Merlin and monday CRM. We move data and schema; workflows are rebuilt natively in monday CRM.

Merlin logo

Merlin

Source

monday CRM

Destination

monday CRM logo

Compatibility

63%

5 of 8

objects map 1:1 between Merlin and monday CRM.

Complexity

BStandard

Timeline

2-4 weeks

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

Moving from Merlin to Monday.com CRM is not a standard CRM-to-CRM migration. Merlin is a browser-extension AI assistant with no public API and no native CRM data model. It stores conversation threads, uploaded documents (PDF, PPT, Word), and generated outputs in user-scoped local or dashboard storage. Monday.com CRM uses a board-and-item structure where People (contacts), Organizations (companies), and Deals are distinct entity types with pipeline boards and an Emails & Activities (E&A) timeline. We extract any business entities referenced in uploaded Merlin documents (person names, company names, deal values) and structure them as Monday.com People, Organizations, and Deals during migration. We do not migrate conversation threads as code or structured records because Merlin's thread model has no equivalent in Monday.com CRM. Automations built in Monday.com after initial setup do not migrate; we deliver a written inventory for your admin to rebuild.

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

Merlin logo

Merlin

What's pushing teams away

  • Usage caps on the free and Pro tiers create friction—users report hitting daily query limits mid-workday, prompting migration to platforms with higher or unmetered quotas.
  • Some users describe the initial setup and extension configuration as complicated, particularly when integrating with specific browsers or enterprise environments.
  • Privacy concerns arise when uploading sensitive business documents to a third-party AI platform, causing regulated-industry users to seek on-premise or compliance-certified alternatives.
  • The platform's lack of native integrations with enterprise tools like Slack, Notion, or Salesforce means teams relying on those ecosystems must work around gaps, driving some to more connected AI assistants.

Choosing

monday CRM logo

monday CRM

What's pulling them in

  • Users praise the board-based visual interface for making pipeline stages immediately legible to non-technical team members without CRM training.
  • The no-code automation builder lets sales ops teams create lead routing, stage updates, and email triggers without developer involvement.
  • Integration ecosystem connects to Slack, Gmail, Outlook, and Zapier with minimal configuration, reducing friction for teams already using these tools.
  • The flexible column system lets teams build custom CRM views — deal value, close date, lead source — without needing a developer or pre-defined schema.
  • Teams already using monday Work Management can layer CRM features onto existing boards rather than starting from scratch.

Object mapping

How Merlin objects map to monday CRM

Each row shows how a Merlin object lands in monday CRM, including any object-level transformations, lookup resolution, or schema-design dependencies.

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

Merlin

Uploaded Documents (PDF, PPT, Word)

maps to

monday CRM

File attachments on Monday.com CRM Items

lossy
Fully supported

Merlin document uploads (up to 10 pages on Free tier, unlimited length on Pro) are parsed and their binary content preserved. We upload documents as file attachments to the nearest Monday.com CRM Item—either the relevant Person, Organization, or Deal record—using the Monday.com API file upload endpoint. File type, original filename, and upload date transfer. Documents that exceed the Free-tier page limit during Merlin upload may have been truncated; we flag these during scoping so the customer can re-upload from source if available.

Merlin

Document Chat Q&A pairs

maps to

monday CRM

Notes on Monday.com CRM Items

1:1
Fully supported

Merlin Document Chat sessions generate question-and-answer pairs against uploaded files. These are not first-class CRM activities but are stored as conversational context. We extract Q&A pairs and convert them to Notes attached to the corresponding Monday.com Person, Organization, or Deal item, with the original question as the Note title and the answer as the body. This preserves the reference context from Merlin without creating duplicate records.

Merlin

Entity names extracted from documents (People)

maps to

monday CRM

Monday.com People (Contacts)

1:many
Fully supported

Merlin stores no contacts database. Any person names found within uploaded documents (contracts, proposals, reports) are extracted via document parsing as a supplementary migration step. Each extracted person becomes a Monday.com People item with name fields populated. Email addresses and phone numbers found alongside person names in documents are mapped to the corresponding email and phone column types in Monday.com. This is entity reconstruction, not a direct record migration.

Merlin

Entity names extracted from documents (Companies)

maps to

monday CRM

Monday.com Organizations

1:many
Fully supported

Company and organization names appearing in Merlin-uploaded documents are extracted during document parsing. Each extracted organization becomes a Monday.com Organization item with the company name mapped to the organization name column. Any associated addresses, websites, or industry tags found in documents are mapped to the corresponding Monday.com column types. This is a best-effort extraction based on document content; organizations not mentioned in documents are not captured.

Merlin

Conversation threads

maps to

monday CRM

Not migratable

1:1
Fully supported

Merlin conversation threads (chat sessions with the AI assistant) have no equivalent structure in Monday.com CRM. The E&A timeline tracks emails, calls, meetings, and tasks associated with CRM records—not general AI chat logs. We do not migrate conversation threads as structured records. We extract any business-relevant entities mentioned in conversations during document parsing and flag thread export for the customer's offline archive if needed.

Merlin

User account metadata

maps to

monday CRM

Monday.com Users

1:1
Fully supported

Merlin account metadata (email address, plan tier) can be retrieved from account settings. This maps to the Monday.com User record for team provisioning. Owner assignment for CRM Items in Monday.com is based on User records; the Merlin user's email becomes the Monday.com User email for team member setup. This is a prerequisite for item assignment during migration.

Merlin

Image generation outputs

maps to

monday CRM

File attachments on Monday.com CRM Items

1:1
Fully supported

Merlin image generation outputs (stored as attachments in Merlin) are treated as file blobs. We upload generated images as attachments to the nearest Monday.com CRM Item using the file upload API. Image creation date transfers as the attachment upload timestamp. Image-generation outputs without associated CRM context are attached to a general workspace Items board at the customer's direction.

Merlin

No equivalent (custom fields, tags, workflows)

maps to

monday CRM

Monday.com custom fields, tags, automations

1:1
Fully supported

Merlin does not support custom fields, tags, or any automation engine. There are no structured metadata properties or workflow rules to migrate. Monday.com CRM custom columns, tags, and Automation Center rules must be configured fresh post-migration by the customer's admin. We deliver a written configuration guide covering recommended column setup for People and Organization items based on the extracted entity fields.

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.

Merlin logo

Merlin gotchas

High

No public API for automated export

Medium

Document upload limit differences by tier are migration-critical

Medium

Conversation metadata is not exported

Low

No contacts or CRM objects means context must be rebuilt

monday CRM logo

monday CRM gotchas

High

Subitems are not included in bulk exports

High

Daily API call limits vary sharply by plan

Medium

Legacy automations (Sentence Builder) are being deprecated

Medium

Excel and account exports only include table views

Low

Enterprise admins can disable non-admin exports

Pair-specific challenges

  • Merlin has no public API; migration requires manual export

    Merlin does not publish a REST or GraphQL API for programmatic access to conversation history, uploaded documents, or account settings. Migration requires manual export from the Merlin dashboard UI or browser local storage. We guide customers through the manual export process, including capturing documents from the Merlin Document Chat session before account closure. Without a documented API, exports are limited to what the UI exposes and may not include metadata such as per-turn model attribution or token usage counts. We cannot automate the export pull and strongly advise scoping exports before account cancellation to avoid permanent data loss.

  • Merlin stores no CRM records; migration is entity extraction from documents

    Merlin does not have a contacts database, companies database, or deals table. Any business data that could become a CRM record in Monday.com CRM must be extracted from uploaded documents during the migration engagement. This means the Monday.com CRM will be populated with reconstructed records based on document parsing, not imported records. We explicitly scope this as an entity extraction and Monday.com setup engagement rather than a record migration. Customers expecting their 'Merlin contacts' to appear in Monday.com CRM will find no contacts to import—only documents from which contacts can be parsed.

  • Monday.com CRM board structure must be configured before item import

    Monday.com CRM uses a board-based architecture for Deals and Activities. We cannot import Deal records until the destination board, pipeline stages, and item column types are configured in Monday.com. This requires the customer to define their sales pipeline structure (number of stages, stage names, probability percentages) before we begin item creation. Migrations that begin without board configuration result in items being created in the wrong structure and require post-migration board reconfiguration that can break item relationships. We configure the board schema in a Monday.com workspace Sandbox or development board before production import begins.

  • Document upload limits differ by Merlin tier

    Merlin Free tier caps document uploads at 10 pages per file. Pro tier removes the page limit. If any documents were uploaded on the Free tier and truncated to 10 pages, the full source document may not be recoverable from Merlin. We flag documents that appear to have been truncated (file size below expected for document type) during scoping. Customers using Pro tier documents receive full file content for upload to Monday.com. We advise customers to confirm their Merlin tier during onboarding to determine which documents may have page-limit truncation.

  • Automations do not transfer; Monday.com Automation Center requires rebuild

    Merlin has no automation engine, so there are no automations to migrate. However, any Automation Center rules, board recipes, or workflow logic that the customer builds in Monday.com CRM after initial setup do not transfer during migration. This pair-specific gotcha applies to migrations where Monday.com is already in use as a project management tool and the customer is consolidating into the CRM module. We deliver a written inventory of Monday.com automations requiring rebuild as part of the migration handoff. Workflows in any third-party tool connected to Merlin do not migrate either; we document connected integrations separately.

Migration approach

Six steps for a successful Merlin to monday CRM data migration

  1. Discovery and document corpus audit

    We audit the customer's Merlin account to inventory all uploaded documents (PDF, PPT, Word), conversation threads, and image generation outputs. We confirm the Merlin tier (Free or Pro) to determine which documents may have been truncated at the 10-page limit. We extract a preliminary list of any contacts, companies, or deal values mentioned in document filenames or metadata. This step produces a document count, a volume estimate, and a preliminary entity list that feeds the Monday.com board design.

  2. Monday.com CRM board and entity schema design

    We design the Monday.com CRM board structure based on the customer's sales process. This includes configuring the Deals board with pipeline stages, probability columns, and custom fields mapped from extracted entity data. We define the People item columns (name, email, phone, company link) and Organization item columns (name, website, address) based on the extracted entities. Column types are matched to Monday.com's supported types (text, email, phone, date, numbers, status, dropdown). Schema is validated in a development board before production setup.

  3. Document parsing and entity extraction

    We run document parsing across the full Merlin document corpus to extract person names, company names, email addresses, phone numbers, and any deal values or dates. Parsing handles PDF, PowerPoint, and Word formats. We deduplicate extracted entities by name and email match and flag any entities that appear across multiple documents. The output is a structured entity list (People, Organizations, Deals) ready for Monday.com item creation. Documents without identifiable entities are retained as reference attachments on a general workspace board.

  4. Monday.com user provisioning and item creation

    We provision Monday.com User accounts for each Merlin user by email match. We create Monday.com People items from extracted person entities, with email and phone mapped to typed columns. We create Organizations from extracted company entities, with website and address mapped where available. We create Deals from any deal values found in documents, attaching the relevant source document to the Deal item. Each item receives a source_tag field indicating 'Migrated from Merlin' for audit trail.

  5. Document attachment and validation

    We upload Merlin documents as file attachments to the nearest Monday.com CRM Item—People, Organization, or Deal—using the Monday.com API. We verify attachment count against the scoped document corpus and flag any documents that failed upload. We run a record-count reconciliation comparing extracted entity count against created Monday.com items and validate that each item has the expected column values populated.

  6. Cutover, handoff, and automation rebuild inventory

    We deliver a migration completion report including record counts (People created, Organizations created, Deals created, documents attached), a list of any documents that could not be parsed or attached, and a written Monday.com Automation Center rebuild guide for any automations the customer had configured. We provide a one-week reconciliation window where the customer's team can flag missing entities or attachments. We do not rebuild Monday.com automations as part of the migration scope; the rebuild guide is a written deliverable for the customer's admin.

Platform deep dives

Context on both ends of the pair

Merlin logo

Merlin

Source

Strengths

  • Single extension surfaces 70+ AI models without requiring multiple subscriptions or browser tabs.
  • Document Chat supports PDF, PowerPoint, and Word with Q&A capabilities across all three formats.
  • Google Search integration delivers AI summaries inline with web results, supporting continuous research workflows.
  • Image generation is built in, reducing the need for a separate AI image tool for basic use cases.
  • Free tier provides functional access to core features without requiring credit card information upfront.

Weaknesses

  • No public API documented for programmatic access, automation, or third-party integration, limiting enterprise and developer adoption.
  • Usage-based pricing at $100/month equivalent on Pro tier does not align with flat-seat pricing expectations of SaaS buyers.
  • No native CRM, helpdesk, or project management data model—Merlin does not store contacts, deals, tickets, or tasks as structured objects.
  • Document upload limits and daily query caps are not clearly communicated in the interface, leading to mid-session interruptions.
  • No support for team collaboration features such as shared workspaces, team-wide usage dashboards, or role-based access controls.
monday CRM logo

monday CRM

Destination

Strengths

  • Board-based UI makes pipeline stages and deal progress visually obvious without training.
  • No-code automation builder requires no developer resources to create lead routing and stage-triggered actions.
  • Flexible column system supports custom CRM fields without schema changes or admin involvement.
  • Integrates natively with Slack, Gmail, Outlook, and Zapier with minimal configuration overhead.
  • Layered product means teams already on monday Work Management can add CRM without migrating existing data.

Weaknesses

  • No native Contacts object separate from Items — contacts are managed inside a CRM module's People feature.
  • Pipeline and deal relationships use a flat item model rather than a relational object model, making complex CRM associations awkward.
  • Automations are plan-gated (250 actions/month on Standard, 25,000 on Pro) and the legacy Recipe system is being deprecated.
  • Customization and advanced views (Chart, Formula, Dependency) are locked behind Pro and Enterprise tiers.
  • Per-seat pricing with non-refundable annual billing creates cost lock-in risk during migration.

Complexity grading

How hard is this migration?

Standard CRM migration. 1 of 8 objects need a manual workaround.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across Merlin and monday CRM.

  • Object compatibility

    B

    1 of 8 objects need a manual workaround.

  • Field mapping clarity

    C

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

  • Timeline complexity

    B

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

  • API constraints

    B

    Merlin: Not publicly documented.

  • Data volume sensitivity

    B

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

Estimator

Estimate your Merlin to monday CRM 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 Merlin to monday CRM data migrations

Answers to the questions buyers ask most during Merlin to monday CRM migration scoping. Not seeing yours? Book a call.

Can't find your answer?

Walk through your Merlin to monday CRM migration with a real engineer — 30 minutes, free, written quote within 24 hours.

Book a free 30 minute consultation

Most engagements complete in two to four weeks for document corpora under 500 files with clear entity extraction results. Migrations with larger document volumes (500-2,000+ files), multilingual content, or complex Monday.com board configuration with multiple pipelines and custom columns extend to four to eight weeks. The primary time driver is document parsing and entity extraction, not the Monday.com API import itself. Monday.com board configuration adds one to two weeks if the customer has not yet defined their pipeline structure.

Adjacent paths

Related migrations to explore

Ready when you are

Move from Merlin.
Land in monday CRM, intact.

Tell us record counts and timeline. We'll come back with a written quote inside 1 business day — no commitment, no sales pitch.

Accuracy guarantee Rollback included Quote in 1 business day