AI chatbot for Broken Link Checker: triage 404s with site context
SleekAI helps readers who hit a 404 or stale link on a site running Broken Link Checker find the closest live page by reading your post archive, categories, and the team's published redirects map. Bring your own OpenAI, Anthropic, Google, or OpenRouter key.
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Built for sites that audit links with Broken Link Checker
Broken Link Checker scans every URL referenced by the site's posts, pages, and comments, then flags 404s, redirect chains, and unreachable hosts. It writes scan results to wp_blc_links with link metadata, references in wp_blc_instances mapping each broken link to its containing post, filters in wp_blc_filters, and synchronization state in wp_blc_synch. The admin sees a clean dashboard; the visitor still hits the original 404 until someone fixes it.
SleekAI runs as a separate plugin and gives the visitor a chance to recover. On the site's 404 template, the chatbot reads the post archive, the relevant categories, and any redirects map the team has published, then suggests the closest live page in plain language. Broken Link Checker handles the audit; SleekAI handles the recovery in the moment.
Display conditions scope the chatbot to the 404 template and the search-results page, with no chatbot on the rest of the site to avoid noise. Every conversation logs page URL, model name, and token count so the team can see which 404s readers keep hitting, which is a useful signal for what to fix first in the Broken Link Checker queue. Generic chatbots cannot help here because they do not know the site's actual archive.
Workflow
How SleekAI plugs into a link-scanned site
Install and scope
Map the archive
Wire the 404 template
Feed the BLC backlog
Try it now
A typical 404 recovery conversation
Comparison
Generic chatbot vs SleekAI for Broken Link Checker
Generic chatbot
- Doesn't know the site's actual post archive or categories
- Cannot map an old URL to a current replacement post
- Risks inventing URLs that do not exist on the site
- No display conditions to scope to the 404 template
- No log showing which 404s readers keep hitting
SleekAI chatbot
- Reads the post archive, categories, and tags
- References the team's published redirect notes
-
Never exposes
wp_blc_linksscan queue or admin data - Display conditions for the 404 and search templates
- Logs each 404 recovery question with model and page URL
Features
What SleekAI gives you for Broken Link Checker
Suggests the closest live page
On a 404, the bot reads the post archive and matches keywords from the dead URL against current posts, then offers the most relevant live replacement instead of leaving the reader stranded.
Honors documented redirects
When the team publishes a redirects map or an archive policy, the bot quotes it directly. Outdated content moves to the latest revision and the bot describes how, in the team's voice.
Routes link reports
Readers who want to flag a dead link learn about the contact form and email address the team monitors. The data still goes into the Broken Link Checker queue, but the report path stays visible.
Use cases
Where link-scanned sites use SleekAI
Archived-post recovery
Readers landing on a stale blog post URL from a years-old external link get pointed at the current version, instead of seeing the default 404 and bouncing back to Google.
Category navigation
Visitors who hit a 404 inside a category they were exploring get a quick pointer to the category archive and the most recent posts within it, keeping them on the site.
Link-report intake
Power users who care about the site's link hygiene learn how to report broken links and trust that the report feeds into the team's Broken Link Checker queue, not a black hole.
The bigger picture
Why a chatbot matters for link-scanned sites
Broken Link Checker is one of the most useful tools in the WordPress ecosystem for any site with more than a few years of content behind it. Posts rot, external destinations move, internal URLs change after a slug edit, and without a scanner the team would never know. The trade-off is that the scanner reports the problem but does not solve the visitor's immediate experience.
A reader arriving from a five-year-old Reddit link still hits the 404 until someone in the team gets to that backlog item. A chatbot scoped to the 404 page catches that reader in the few seconds before they bounce back to Google. SleekAI is the right shape for this because it actually knows the site.
The bot reads the post archive, the categories, and any redirects map the team has published, then offers a confident suggestion of the closest live page. It does not have to guess like a generic chatbot would. It can say, with grounded data, that the 2021 buying guide moved to the 2024 revision and that the category page for coffee gear has the rest.
Over time, the conversation log doubles as a 404-prioritisation backlog: which URLs do readers actually arrive at, and which of those does the bot still struggle to redirect well. Each one is either a Broken Link Checker fix or a Safe Redirect Manager rule. The combination quietly turns a normally-leaky 404 page into a high-recovery surface.
Questions
Common questions about SleekAI for Broken Link Checker
No. Broken Link Checker stores its scan results in wp_blc_links, wp_blc_instances, wp_blc_filters, and wp_blc_synch, but SleekAI does not map those tables. The chatbot reads your post archive (wp_posts), categories, and any published redirects content, which is what helps a visitor recover on a 404.
No, that is an editorial action that lives in the WordPress admin or in Broken Link Checker's interface. The bot's job is to help the visitor recover in the moment by pointing at the closest live page. The actual link fix happens after the team reviews the report in the dashboard.
 The system prompt restricts the bot to URLs present in the post archive the Wizard mapped. Modern models still occasionally hallucinate, so the prompt asks the bot to recommend categories and search queries when uncertain, instead of guessing slugs. Guardrails plus rate limiting keep the failure mode rare and recoverable.
 Yes. Display conditions in SleekAI cover URL pattern, post type, taxonomy, and user role. The typical setup scopes the chatbot to the 404 template and the search-results page only, with no chatbot anywhere else to keep the site quiet on healthy pages.
 Well. If the team uses Safe Redirect Manager to redirect known-dead URLs, those redirects fire before the 404 template loads and the chatbot never sees them. SleekAI catches the remaining cases that no one has redirected yet, and the conversation log surfaces them as redirect candidates for the editor.
 Broken Link Checker also flags external broken links inside posts. The chatbot can describe the team's policy on external links (rewrite, archive note, removal) if you have published one, but it cannot fix the external destination. For external link reports, the bot routes the visitor to the same contact email the team monitors.
 Yours. SleekAI is bring-your-own-key, so model costs go directly to OpenAI, Anthropic, Google, or OpenRouter at the published rate with no markup. You can pair a fast model for the 404 nudge with a stronger one for category-rich queries, under the same chatbot configuration.
 Yes. The 404 page itself often does not log enough context, but the chatbot conversation log captures the URL the reader mentioned, the closest matches the bot suggested, and the full transcript. That is a richer 404 backlog than the server log, and it pairs nicely with the Broken Link Checker dashboard for prioritising fixes.
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