FEATURE DEEP DIVE

Autonomous
Patching.

Don't just detect drift; fix it. WUF.AI generates precise text diffs and pushes corrections directly to your CMS, codebase, or knowledge base.

The Patching Workflow

From detection to resolution in seconds.

1. Diff Generation

When a conflict is confirmed, WUF.AI uses an LLM to generate a precise text diff, rewriting the incorrect sentence to match the canonical truth while preserving the original tone.

2. Human Approval

Review the proposed changes side-by-side in the WUF.AI console. Approve, reject, or edit the patch before it goes live. (Auto-approval available for low-risk changes).

3. API Commit

Once approved, the engine uses integration adapters to push the change directly to the source system (e.g., updating a Webflow CMS item or opening a GitHub PR).

Proposed Patch
Target: Webflow CMS
-The Enterprise plan includes 24/7 support and starts at $499/mo.
+The Enterprise plan includes 24/7 support and starts at $599/mo.
Reason: Canonical fact updated in `sales/pricing_v5.pdf` on Oct 12.
ARCHITECTURE

Adapter Pattern

WUF.AI doesn't just send you an email. It acts as an autonomous agent, interfacing directly with the APIs of your tools to apply corrections.

  • CMS IntegrationUpdate rich text fields in Webflow, WordPress, or Contentful directly from the WUF.AI dashboard.
  • Codebase IntegrationFor developer docs stored in Git, WUF.AI automatically opens a Pull Request with the proposed markdown changes.
  • Policy-Driven AutomationConfigure rules to auto-approve patches for low-risk fields (e.g., updating a phone number) while requiring human review for critical claims.
INTELLIGENCE

Context Preservation

A simple find-and-replace breaks the flow of a document. WUF.AI uses LLMs to rewrite the surrounding text, ensuring the patch reads naturally.

  • Tone MatchingWhether it's a formal legal contract or a casual blog post, the generated patch matches the voice of the original author.
  • Formatting AwarenessThe patching engine understands Markdown, HTML, and rich text formats, ensuring links, bolding, and lists remain intact.
Semantic Rewrite
ORIGINAL (OUTDATED)
"Our team of 50+ engineers is dedicated to your success."
NAIVE REPLACE (AWKWARD)
"Our team of 120 engineers is dedicated to your success."
WUF.AI PATCH (NATURAL)
"Our rapidly growing team of over 100 engineers is dedicated to your success."
patch_history
Patch Applied: Pricing Update
Target: Webflow • 2 hours ago by Auto-Policy
Patch Applied: Feature Flag
Target: GitHub • 1 day ago by Sarah J.
SAFETY

Rollback & History

Mistakes happen. WUF.AI maintains a complete version history of every patch applied, allowing you to revert changes instantly.

  • One-Click RevertIf a patch causes an issue, click "Revert" to instantly restore the previous version of the text in the target system.
  • Audit LogSee exactly who approved a patch (or which policy auto-approved it), when it was applied, and what the diff was.
ECOSYSTEM

Supported Targets

WUF.AI can push patches to the platforms where your content lives.

Webflow
WordPress
GitHub
GitLab
Notion
Confluence
Zendesk
Contentful

Patching FAQ

Can I review patches before they go live?

Yes. By default, all patches require human approval. You can review the proposed diff side-by-side, edit it if necessary, and then approve the push to the target system.

How does auto-approval work?

You can configure policies to auto-approve patches for specific, low-risk fields (e.g., updating a support email address across all help center articles) when the LLM's confidence score is extremely high.

What happens if a patch breaks formatting?

WUF.AI's patching engine is format-aware (Markdown, HTML, rich text) and uses context preservation to maintain the original structure. If something does go wrong, you can use the one-click revert feature to restore the previous version.

Fix It Fast.

Close the loop on data drift with autonomous patching.