---
title: "Notion vs Obsidian for Claude: Workspace or memory."
description: "Compare Notion and Obsidian for Claude and AI agents on collaboration, file custody, permissions, connectors, export, backup, and exit tests."
canonical: "https://scalewithsearch.com/articles/notion-vs-obsidian-claude-ai-agents"
date: "2026-08-22"
modified: "2026-10-09"
---
## Site navigation

- [Scale With Search](https://scalewithsearch.com/)
- Real estate
  - Real estate
    - [Real estate](https://scalewithsearch.com/for/real-estate)
- Work
  - Start here
    - [Send your brief](https://scalewithsearch.com/work#send-your-brief)
    - [Prepare your six-question brief](https://scalewithsearch.com/work#prepare-your-six-question-brief)
  - Build
    - [Site build, content library with SEO, signal desk](https://scalewithsearch.com/work)
- For your business
  - Trades and home services
    - [Auto body and collision shops](https://scalewithsearch.com/for/auto-body-and-collision-shops)
    - [Foundation and home repair contractors](https://scalewithsearch.com/for/foundation-and-home-repair)
    - [Garage door and fencing contractors](https://scalewithsearch.com/for/garage-door-and-fencing-contractors)
    - [HVAC contractors](https://scalewithsearch.com/for/hvac-contractors)
    - [Janitorial and commercial cleaning companies](https://scalewithsearch.com/for/janitorial-and-commercial-cleaning)
    - [Locksmiths](https://scalewithsearch.com/for/locksmiths)
    - [Moving companies](https://scalewithsearch.com/for/moving-companies)
    - [Pest control companies](https://scalewithsearch.com/for/pest-control-companies)
    - [Plumbing and electrical contractors](https://scalewithsearch.com/for/plumbing-and-electrical-contractors)
    - [Restoration and water or fire damage companies](https://scalewithsearch.com/for/restoration-and-water-fire-damage)
    - [Roofing companies](https://scalewithsearch.com/for/roofing-companies)
    - [Towing companies](https://scalewithsearch.com/for/towing-companies)
    - [Tree services and landscaping companies](https://scalewithsearch.com/for/tree-services-and-landscaping)
    - [Solar installers](https://scalewithsearch.com/for/solar-installation)
    - [General contractors](https://scalewithsearch.com/for/general-contractors-and-construction)
    - [Paving, concrete, and flooring contractors](https://scalewithsearch.com/for/paving)
  - Practices and professional services
    - [Bookkeeping and tax practices](https://scalewithsearch.com/for/bookkeeping-and-tax-practices)
    - [Dental practices](https://scalewithsearch.com/for/dental-practices)
    - [Family and criminal defense law firms](https://scalewithsearch.com/for/family-and-criminal-defense-law-firms)
    - [Med spas and aesthetics practices](https://scalewithsearch.com/for/med-spas-and-aesthetics)
    - [Personal injury law firms](https://scalewithsearch.com/for/personal-injury-law-firms)
    - [Veterinary clinics](https://scalewithsearch.com/for/veterinary-clinics)
    - [Gyms and fitness studios](https://scalewithsearch.com/for/fitness)
    - [Therapy and outpatient health practices](https://scalewithsearch.com/for/therapy-and-outpatient-health)
    - [Medical billing companies](https://scalewithsearch.com/for/medical-billing)
    - [Insurance agencies](https://scalewithsearch.com/for/insurance-agencies)
    - [Financial advisors](https://scalewithsearch.com/for/financial-advisors)
    - [Property management companies](https://scalewithsearch.com/for/property-management)
    - [Recruiting and staffing agencies](https://scalewithsearch.com/for/recruiting-and-staffing)
    - [Architects and interior designers](https://scalewithsearch.com/for/architects-and-interior-designers)
    - [Logistics and supply chain companies](https://scalewithsearch.com/for/logistics-and-supply-chain)
  - Agencies, MSPs, and manufacturing
    - [IT and managed service providers](https://scalewithsearch.com/for/it-and-managed-service-providers)
    - [Machine shops and precision manufacturers](https://scalewithsearch.com/for/machine-shops-and-precision-manufacturing)
    - [Marketing agencies and freelancers](https://scalewithsearch.com/for/marketing-agencies-and-freelancers)
    - [SEO agencies and consultants](https://scalewithsearch.com/for/seo-agencies-and-consultants)
    - [Small manufacturers and fabricators](https://scalewithsearch.com/for/small-manufacturers-and-fabricators)
  - Restaurants, shops, studios, and nonprofits
    - [Restaurants and hospitality businesses](https://scalewithsearch.com/for/restaurants-and-hospitality)
    - [Retail stores and ecommerce sellers](https://scalewithsearch.com/for/retail-and-ecommerce)
    - [Photographers, event planners, and travel agents](https://scalewithsearch.com/for/photographers)
    - [Churches and nonprofits](https://scalewithsearch.com/for/churches-and-nonprofits)
  - [All industries](https://scalewithsearch.com/for/)
- Learn
  - For your office
    - [Office job guides](https://scalewithsearch.com/guides/)
    - [Browser calculators](https://scalewithsearch.com/tools/)
  - Start here
    - [How it works](https://scalewithsearch.com/how-it-works)
    - [Free Starter Kit](https://scalewithsearch.com/kit/business-memory-starter-kit.zip)
    - [Synthetic specimen](https://scalewithsearch.com/specimen/working-session-specimen.zip)
  - Guides
    - [The Complete Guide to Business Memory for AI Agents](https://scalewithsearch.com/articles/business-memory-for-ai-agents-guide)
    - [The Complete Small-Business Guide to AI Agent Governance](https://scalewithsearch.com/articles/ai-agent-governance-guide-small-business)
    - [The Complete Guide to Leaving Vendor AI Memory](https://scalewithsearch.com/articles/leaving-vendor-ai-memory-guide)
  - Articles by cluster
    - [Business memory](https://scalewithsearch.com/articles/business-memory-for-ai-agents-guide)
    - [Agent governance](https://scalewithsearch.com/articles/ai-agent-governance-guide-small-business)
    - [Migration and ownership](https://scalewithsearch.com/articles/leaving-vendor-ai-memory-guide)
  - For machines
    - [llms.txt](https://scalewithsearch.com/llms.txt)
    - [llms-full.txt](https://scalewithsearch.com/llms-full.txt)
    - [Machine view](https://scalewithsearch.com/?view=machine)
- Company
  - Evidence
    - [Proof](https://scalewithsearch.com/proof)
  - Company
    - [About](https://scalewithsearch.com/about)

# Notion vs Obsidian for Claude and AI Agents: Team Workspace or Owned Memory.

Compare Obsidian vs Notion with Claude by choosing where collaboration ends and durable memory begins. An agency keeps client status in Notion, working instructions in Claude, and accepted corrections in chat. The agent can produce a polished update. Nobody can say which system controlled the price, whether the source was current, or where the correction should live.

The decision is not which knowledge tool wins. The decision is where collaboration ends, where authority begins, and what path the agent is allowed to read.

Notion is a cloud team workspace with pages, databases, permissions, APIs, exports, and integrated AI features. Obsidian is a file-based workspace centered on local Markdown. Either can support a good system. Neither creates source authority by itself.

Business memory becomes trustworthy when that authority and its tested retrieval path are explicit.

If the team has already chosen Notion, test [what Notion AI retains](/articles/notion-ai-memory-chat-history-business) before adding another store. If local custody is required, scope the [Claude–Obsidian connection](/articles/connect-claude-obsidian-business-memory) before reading the live vault.

## Decide where collaboration ends and durable memory begins

Choose the job before the platform. A client update needs current status, accepted decisions, a correction route, an output format, and a stop before send.

Notion can hold all of those records inside a shared workspace. Obsidian can hold them in buyer-controlled files. A hybrid can keep collaborative project management in Notion while promoting approved facts into a narrow file packet for agent execution.

The wrong architecture is an accidental one. If staff assume Notion is current while Claude reads an exported vault copy, freshness becomes invisible.

## Notion's database and team-workspace strengths

Notion combines documents and structured databases in one permissioned workspace. Teams can assign properties, filter views, relate records, comment, and share pages. Notion's API gives integrations controlled access to pages, databases, and other supported objects through an integration identity. [Notion Developers: Authorization](https://developers.notion.com/docs/authorization)

That is useful when nontechnical staff must update client status or approve a record in their daily interface. A database property can expose status, owner, effective date, and review date without asking people to edit frontmatter.

Notion AI and agents may add search and action capabilities, but the business should test the exact plan, workspace settings, source permissions, and account. Product access does not decide which page is authoritative.

## Obsidian's file-custody and agent-access strengths

Obsidian treats a vault as a folder. Markdown notes can be inspected with a text editor and read by local agents that have filesystem permission. The buyer can use version control, local search, chosen sync, and ordinary backup tools. [Obsidian: Local and remote vaults](https://obsidian.md/help/sync/vault-types)

This supports direct access and model replacement. Local custody is not local processing. The files stay on your disk, but the text a Claude session reads goes to Anthropic for processing under the terms of your plan. It also gives the buyer more operational work. Filesystem permissions, device security, backup, sync conflicts, plugin dependencies, and secrets need owners.

The [Obsidian AI memory guide](/articles/obsidian-ai-memory-for-business) describes how to separate instructions, current records, raw material, and archives. A vault is not one safe prompt.

## Compare built-in AI with a file-based setup

The observations in this section come from comparisons written in January 2026. Confirm current features, models, and plans before you decide.

Notion AI works inside Notion. You highlight text and ask for a rewrite, type a prompt for a draft, or ask for a summary of a page or a meeting note. By early 2026, Notion had added these features:

- mobile AI with one-tap transcription;
- a Notion Agent that could build databases, tag tasks, summarize meetings, and search the workspace;
- a model choice that included Claude Opus 4.5, Gemini 3 Pro, and GPT-5.1;
- analytics on AI use for Enterprise workspaces.

[Notion: Release notes, 2026.01.20](https://www.notion.com/releases/2026-01-20)

Both comparisons found the same limit. Notion AI reads the current page, or it searches the workspace when prompted. It does not read local files or a development environment. A conversation holds context inside one session. A correction from yesterday does not reach today's session unless someone writes it into a page.

The file-based route pairs an Obsidian vault with Claude Code and a `CLAUDE.md` file. Claude Code reads that file at each session start. It also reads other vault files that the job allows, such as templates, a domain glossary, and project notes. When you correct an output, you edit the file, and the next session reads the correction. In January 2026, Obsidian also published official agent skills that gave AI tools a standard way to work with vault files. Obsidian plugins offered other routes at that date:

- Smart Connections, for semantic search across the vault, with a free offline version and a paid advanced version;
- Copilot, a chat interface for local and cloud models;
- AI Assistant, with access to Claude, GPT, DALL·E, and Whisper models;
- Text Generator, with support for OpenAI, Anthropic, Google, and local models.

The plugins matter less than the file format. Any AI tool that reads Markdown can use the same vault, so a model change does not wait for a workspace vendor's integration.

| Factor | Notion AI | Obsidian with Claude Code |
|---|---|---|
| AI integration | Built in, several models | External: Claude Code, skills, plugins |
| Setup time | Immediate | One to two hours for `CLAUDE.md` and a folder structure |
| Storage | Vendor cloud, proprietary structure | Local Markdown files |
| Memory between sessions | Session context; durable only when written to a page | Files read at every session start |
| Model access | Models that Notion offers | Any AI that reads local files |
| Portability | Export converts the structure | Direct files |
| Best fit | Teams that need quick AI help inside a shared workspace | Individuals and small technical teams that build a memory layer |

Cost changed shape more than size. In January 2026, Notion AI access depended on the plan tier, and the cost grew with each added user. Obsidian itself was free, with optional paid Sync, and iCloud or Dropbox could sync instead. Claude Code required a paid Claude plan for each person who ran it. Shared memory files add no per-user fee, but each seat on the model plan still does. A team that needs only quick help inside its notes can pay less on the Notion route for that reason. Check current prices on each vendor's pricing page.

A file layer holds four records that a workspace AI feature did not hold by itself:

- a correction log that every session reads;
- separate files for each domain, such as work, personal, and each client;
- a style guide that you edit over time;
- context that moves with you to the next model.

When a team reads the same files, the agent behaves the same way for each person.

Two exit risks favor files. If Notion changes its API, an AI integration built on it can break. If Notion raises prices or ends a plan, you pay or you export, and the export needs migration work. Obsidian files stay readable if the Obsidian app disappears.

## Claude connectors, APIs, and direct file access

Claude can work with project knowledge and, in supported experiences, connected sources. Anthropic describes Claude Projects as self-contained workspaces with project knowledge and instructions. When the project approaches its context limit, Claude can use retrieval to select relevant project knowledge. [Anthropic: What are projects?](https://support.claude.com/en/articles/9517075-what-are-projects) [Anthropic: RAG for projects](https://support.claude.com/en/articles/11473015-retrieval-augmented-generation-rag-for-projects)

A Notion route usually depends on an integration, connector, API, or controlled export. An Obsidian route can use direct files when Claude runs on the machine with access. These are different security and freshness models.

Record the adapter in the job contract. “Claude reads Notion” should become an integration identity, allowed workspace pages, expected update delay, and failure behavior. “Claude reads Obsidian” should become an exact root path, manifest, excluded folders, and permission test.

## Permissions, audit, and client boundaries

Notion permissions attach to workspace content and integration access. A shared page or database can be convenient, but a broad integration may reach more content than one job needs. Test with a dedicated synthetic client and a second canary client.

Obsidian boundaries depend on directory structure and runtime permission. A folder per client helps people, but the execution layer must confirm the active client identifier before retrieval or write.

Use the isolation pattern in [separate business contexts for AI agents](/articles/separate-business-contexts-ai-agents). A clear sidebar or file tree is not enough when the agent can search across both clients.

## Inspect `collaboration-custody-scorecard.csv`

Use one scorecard tied to observed evidence.

```csv
criterion,notion,obsidian,required_test
two_user_collaboration,workspace,page_or_sync,two users edit synthetic record
structured_status,database_properties,frontmatter_or_table,query current status
agent_read,connector_or_api,filesystem,receipt lists exact source
client_isolation,permissions,runtime_path,canary leakage test
source_correction,page_revision,correction_file,fresh run applies correction
backup,workspace_export,vault_copy,restore into clean environment
vendor_exit,HTML_or_Markdown_export,direct_files,replacement agent runs job
operations_owner,workspace_admin,system_owner,named owner accepts duty
decision,hybrid,hybrid,promote accepted state into job packet
```

Do not score an advertised capability as passed. Attach the test date, account type, output, and receipt.

## Export, backup, and vendor-exit tests

Notion says a workspace can export pages as HTML or Markdown, databases as CSV, and uploaded files where supported. It also warns that an exported workspace cannot be instantly recreated by reuploading the export. Private or restricted pages outside the exporter's access may be omitted. [Notion: Export your content](https://www.notion.com/en-gb/help/export-your-content)

That makes export a custody check, not a full recovery claim. Test database relations, formulas, comments, permissions, attachments, IDs, and agent retrieval after export.

For Obsidian, copy the vault, restore it in a clean folder, and open it without optional plugins. Verify that current records, links, attachments, and source rules remain intelligible. If Git or Sync is part of recovery, test those routes too.

The [AI memory ownership test](/articles/do-you-own-ai-memory) separates data ownership language from practical access, correction, deletion, and transfer.

## Three workable architectures

Notion-first works when the team lives in Notion, permission administration is mature, and the agent can use a narrow, current connector path. Keep authority fields in the database and require source citations. It also fits a team that wants summaries, quick rewrites, and basic questions inside its notes and does not plan a separate memory layer. If a contract standardizes your organization on one platform, improve the memory features of that platform before you plan a move.

Obsidian-first works when a small technical team values direct files, local operation, cross-model use, and buyer-managed backup. Give each job a manifest rather than the full vault.

Hybrid works when Notion remains the collaboration surface and accepted records are promoted into a file packet. The promotion receipt names the Notion page ID, destination path, revision time, and reviewer. Generated drafts return to a review location without silently overwriting the source.

## Run the cold export-and-retrieval test

Use two synthetic clients and complete these checks:

1. Create the same current decision in both tools.
2. Add an older conflicting decision to an archive.
3. Give two users different permission levels.
4. Run the agent through the intended Notion route.
5. Run it through the intended Obsidian route.
6. Confirm both use the current source and apply one correction.
7. Confirm neither client retrieves the other's canary.
8. Export Notion and copy the vault.
9. Remove access to the original workspaces.
10. Ask a fresh agent to run from each recovered packet.
11. Restore one attachment and one structured field.
12. Record losses, manual steps, and owner decisions.

The winner is the architecture that passes the job with acceptable operating cost. It may include both tools.

Write the final architecture decision beside the fixture. Name the chosen collaboration surface, authoritative record, agent adapter, refresh interval, permission owner, backup owner, and next review date. Include the rejected option and why it failed. This short record prevents a later operator from reconnecting Claude to a convenient workspace and bypassing the tested path. Reopen the decision when the team changes its primary workspace, the connector permission model changes, or the cold restore no longer passes.

## Approval and stopping boundary

The evaluation may create synthetic pages and files, configure a test-only integration, export fixtures, copy a test vault, and run read-only retrieval checks.

It stops before connecting Claude to live client workspaces, widening an integration, changing teamspace permissions, exporting private pages, moving live records, deleting workspace content, or making a new system authoritative. The workspace owner, data owner, and system owner approve those changes.

When a Notion page and an Obsidian file conflict without written precedence, the agent reports both records and stops.

The same owned-record method runs each client's content library with SEO and signal desk: [How the build works: Owned files, checks, handoff.](/how-it-works)

## Sources

- [Notion Developers: Authorization](https://developers.notion.com/docs/authorization)
- [Notion: Export your content](https://www.notion.com/en-gb/help/export-your-content)
- [Obsidian: Local and remote vaults](https://obsidian.md/help/sync/vault-types)
- [Anthropic: What are projects?](https://support.claude.com/en/articles/9517075-what-are-projects)
- [Anthropic: RAG for projects](https://support.claude.com/en/articles/11473015-retrieval-augmented-generation-rag-for-projects)


## Questions about Notion vs Obsidian for Claude and AI Agents: Team Workspace or Owned Memory?

### Anyone moved back to Notion because of the easy connection to Claude and other AI tools?

Notion can fit teams that need databases, collaboration, and API-based agent access in one workspace. Obsidian fits workflows that prioritize local Markdown custody, direct file tools, portable backups, and model-independent access.

### What are the pros and cons of using Obsidian over Notion?

Obsidian offers local file ownership and predictable agent access, but the business must design its collaboration and database workflows. Notion offers managed collaboration and structured databases, but access, export, and shutdown depend more on the workspace platform.

### What is the killer difference between Notion and Obsidian for AI agents?

The central difference is the operating surface: Notion exposes a managed collaborative workspace through its product and APIs, while Obsidian exposes files the business controls directly. Choose by the job's collaboration, permissions, custody, export, and replacement requirements.

## Related: Owned Memory

- [Best Note-Taking App for Claude: Test Read Access, Corrections, and Exit](/articles/best-note-taking-app-for-claude-business)
- [Notion AI Memory and Chat History: What the Workspace Keeps](/articles/notion-ai-memory-chat-history-business)
- [Choose Obsidian or Logseq by how an AI reads the files](/articles/obsidian-vs-logseq-for-ai)

----

```text
                  .|########||.                                       .|########||.                                       .|########||.
               |##||.      .||##|.                                 |##||.      .||##|.                                 |##||.      .||##|.
             |#|.              .|#|.                             |#|.              .|#|.                             |#|.              .|#|.
           |#|                    |#|                          |#|                    |#|                          |#|                    |#|
         .#|                        |#.                      .#|                        |#.                      .#|                        |#.
        .#.                          .#|                    .#.                          .#|                    .#.                          .#|
       |#.                            .#|                  |#.                            .#|                  |#.                            .#|
      |#             ......             #|                |#             ......             #|                |#             ......             #|
     .#           ||#########|           #|              .#           ||#########|           #|              .#           ||#########|           #|
    .#.         |######||######|.        .#.            .#.         |######||######|.        .#.            .#.         |######||######|.        .#.
    #.        .##|###|##|#|######|        .#            #.        .##|###|##|#|######|        .#            #.        .##|###|##|#|######|        .#
   ||        |##|#||||||||||||#||#|        ||          ||        |##|#||||||||||||#||#|        ||          ||        |##|#||||||||||||#||#|        ||
   #        |#||||||||||||||||||||#|        #.         #        |#||||||||||||||||||||#|        #.         #        |#||||||||||||||||||||#|        #.
  ||       |#||||||||||||||||||||||#|       ||        ||       |#||||||||||||||||||||||#|       ||        ||       |#||||||||||||||||||||||#|       ||
  #       .#||||||||||||||||||||||||#|       #        #       .#||||||||||||||||||||||||#|       #        #       .#||||||||||||||||||||||||#|       #
 ||   ....|||#||||||##|#|||#|#||##||||....|. ||      ||   ....|||#||||||##|#|||#|#||##||||....|. ||      ||   ....|||#||||||##|#|||#|#||##||||....|. ||
 #.  .  ....|#  ....#|||   ||| .#|||  ....#. .#      #.  .  ....|#  ....#|||   ||| .#|||  ....#. .#      #.  .  ....|#  ....#|||   ||| .#|||  ....#. .#
 #   .  ||||#| .#####||  . .#| .#|||  ||||#   #.     #   .  ||||#| .#####||  . .#| .#|||  ||||#   #.     #   .  ||||#| .#####||  . .#| .#|||  ||||#   #.
.|   |||||  #. |#|||||. ||  #. |#||. .|||||   ||    .|   |||||  #. |#|||||. ||  #. |#||. .|||||   ||    .|   |||||  #. |#|||||. ||  #. |#||. .|||||   ||
||   |....  #. ....|#.      |. ...|. ....||   ||    ||   |....  #. ....|#.      |. ...|. ....||   ||    ||   |....  #. ....|#.      |. ...|. ....||   ||
#.  .||||||##||||||##||####|||||||#||||||#|   .#    #.  .||||||##||||||##||####|||||||#||||||#|   .#    #.  .||||||##||||||##||####|||||||#||||||#|   .#
#    .||####|###########################|.     #    #    .||####|###########################|.     #    #    .||####|###########################|.     #
#      .#||||||.#.|| # |. ..# #| #|||||#|      #    #      .#||||||.#.|| # |. ..# #| #|||||#|      #    #      .#||||||.#.|| # |. ..# #| #|||||#|      #
#      .#|||||| ..  |# ## |#| ...#|#|||#|      #    #      .#|||||| ..  |# ## |#| ...#|#|||#|      #    #      .#|||||| ..  |# ## |#| ...#|#|||#|      #
#      .#|||#|# .# .#| #| ##|.#..#|||||#|      #    #      .#|||#|# .# .#| #| ##|.#..#|||||#|      #    #      .#|||#|# .# .#| #| ##|.#..#|||||#|      #
#      .#||||||############|######|||||#|      #    #      .#||||||############|######|||||#|      #    #      .#||||||############|######|||||#|      #
#   |...||#||||||#||||#|#||||||#|||||#||| |.|  #    #   |...||#||||||#||||#|#||||||#|||||#||| |.|  #    #   |...||#||||||#||||#|#||||||#|||||#||| |.|  #
#. .. ||||# .|||##|.  |#| .|| || .|||#. #|  # .#    #. .. ||||# .|||##|.  |#| .|| || .|||#. #|  # .#    #. .. ||||# .|||##|.  |#| .|| || .|||#. #|  # .#
|| |  ...||  ...##| |  #| .|. |. #####  .. .| ||    || |  ...||  ...##| |  #| .|. |. #####  .. .| ||    || |  ...||  ...##| |  #| .|. |. #####  .. .| ||
|| ||||| || ||||#|  .  |. |. |#. ||||| |#| || ||    || ||||| || ||||#|  .  |. |. |#. ||||| |#| || ||    || ||||| || ||||#|  .  |. |. |#. ||||| |#| || ||
.# |.....#|....|#.||||.|||##.|#|....||.#||.#. #.    .# |.....#|....|#.||||.|||##.|#|....||.#||.#. #.    .# |.....#|....|#.||||.|||##.|#|....||.#||.#. #.
 #.|||||||#############################| ||| .#      #.|||||||#############################| ||| .#      #.|||||||#############################| ||| .#
 ||       ##||#||#||||||#||#||#||#||##.      ||      ||       ##||#||#||||||#||#||#||#||##.      ||      ||       ##||#||#||||||#||#||#||#||##.      ||
  #       .#|||||||||#||#|||||||||||#|       #        #       .#|||||||||#||#|||||||||||#|       #        #       .#|||||||||#||#|||||||||||#|       #
  ||       |#||||||||||||||||||||||#|       ||        ||       |#||||||||||||||||||||||#|       ||        ||       |#||||||||||||||||||||||#|       ||
  .#        |#||||||||||||||||||||#|        #.        .#        |#||||||||||||||||||||#|        #.        .#        |#||||||||||||||||||||#|        #.
   ||        |#||||||||||||||||||#|        ||          ||        |#||||||||||||||||||#|        ||          ||        |#||||||||||||||||||#|        ||
    #.        .######|#|#########|        .#            #.        .######|#|#########|        .#            #.        .######|#|#########|        .#
    .#.         |#####||||#####|         .#.            .#.         |#####||||#####|         .#.            .#.         |#####||||#####|         .#.
     |#           ||########||           #.              |#           ||########||           #.              |#           ||########||           #.
      |#             ......             #|                |#             ......             #|                |#             ......             #|
       |#.                            .#|                  |#.                            .#|                  |#.                            .#|
        |#.                          .#.                    |#.                          .#.                    |#.                          .#.
         .#|                        |#.                      .#|                        |#.                      .#|                        |#.
           |#|                    |#|                          |#|                    |#|                          |#|                    |#|
            .|#|.              .|#|.                            .|#|.              .|#|.                            .|#|.              .|#|.
               |##||.      .||##|                                  |##||.      .||##|                                  |##||.      .||##|
                 .||########||.                                      .||########||.                                      .||########||.

Scale With Search  2026  [scalewithsearch.com](https://scalewithsearch.com)
```
