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AGENT · CLASSIFIEDS

Classifieds With Less Admin

The internal marketplace that runs without an admin queue. Browse what's for sale, free, wanted, or offered across the company — by category, type, or price — and check your own listings, all from chat. Strictly read-only: posting and editing happen in the Classified app.

Classified Agent — browse, search, and track listings from Ask AI
6 Capabilities
Classified Tools
By Design
Read-Only Agent
4 Tracks
Listing Types
AirBorn
Aptean
Great Western Bank
Greene County Healthcare
HEB Construction Ltd
Hendrick Health System
Rolex USA
Suburban Propane
Tatts Group
University of Illinois
Upstream Rehab
AirBorn
Aptean
Great Western Bank
Greene County Healthcare
HEB Construction Ltd
Hendrick Health System
Rolex USA
Suburban Propane
Tatts Group
University of Illinois
Upstream Rehab

Why The Internal Marketplace Goes Quiet

Classified Agent attacks the four specific failures that make employees stop posting and stop browsing — without changing how listings are moderated or how transactions are arranged.

Good Listings Get Buried After 48 Hours

The standing desk someone is selling, the concert tickets being given away, the spare monitor a team has — they get posted, surface for a day or two, then sink. Employees scroll past stale listings instead of seeing what's actually still available.

Nobody Knows What Categories Even Exist

Furniture, electronics, tickets, vehicles, housing, services — most employees don't know what's catalogued, so they post in the wrong bucket or skip the marketplace entirely and sell in a Slack channel that nobody can audit.

Sellers Lose Track Of Their Own Listings

"Did anyone favorite my chair?" "Is that fridge still showing as active or did it expire?" Without a my-listings view, sellers stop maintaining their posts and the marketplace fills with stale entries.

Wanted Requests Sit Unanswered

Someone needs a spare bike rack. They post a wanted request. It scrolls off the feed in two days. The person who has one sitting in their garage never sees it. The match doesn't happen because the discovery path doesn't exist.

Free Giveaways Vanish Before The People Who Want Them See Them

Someone leaves a working microwave in the kitchen with a "free, take it" Slack message at 4pm Friday. By Monday morning the listing has scrolled off everyone's feed, the microwave is still sitting there, and facilities ends up trashing it. The agent surfaces free and giveaway listings on demand — by category, by location, by what just hit the feed — so good stuff finds its taker instead of ending up in a dumpster.

Price Anchoring Has No Reference Point

A seller is listing a two-year-old standing desk and has no idea what's reasonable. They either underprice it and it sells in an hour, or overprice it and it sits for months. Without a way to query similar listings — "what have other desks sold for in the last six months?" — every post is a guess, and the marketplace develops a reputation for being either a fire sale or wildly overpriced.

Classified Agent At A Glance

Best Fit

Classifieds AI

Browse listings, track favorites, see what's available right now.

Expected ROI
Low
Admin Work
Browse
From Chat
Read-Only
By Design
Includes
Listing Discovery, Category Browsing, and Favorites Tracking
Composes With
Recognition AI, Comms Hub AI, Personal AI, and Company Store AI

Inside Classified Agent — The Actual Capabilities

Every block below maps to a real tool the agent uses against your Classified app data. Strictly read-only — the agent surfaces what's listed and what you've favorited; creating, editing, and fulfilling listings still happen in the Classified app UI.

Browse Active Listings By Type Or Category

Browse Active Listings By Type Or Category

Employees ask "what's for sale right now?" or "any free giveaways this week?" and the agent returns active listings filtered the way they asked — by listing type, category, or price ceiling, sorted by recent or popular.

  • list_classified_listings — surfaces active listings with filters for type (for_sale, free_giveaway, wanted_request, services_offered), category, and max price.
  • search_classified_listings — keyword search across title, description, and tags.
  • Sort by recent, popular, or price — the agent honors the sort the user asks for.
  • Permission-aware — only listings visible to the user under the Classified app's access controls show up.
See Classified App
Listing Details And Categories You Can Actually See

Listing Details And Categories You Can Actually See

When an employee finds something they want, the agent pulls the full listing — price, seller, contact method, description — without app-switching. list_classified_categories surfaces the catalogue so people post in the right bucket.

  • get_classified_listing_details — full record including price, seller info, and contact method.
  • list_classified_categories — every category with its active listing count.
  • list_my_favorites — listings the user has saved, surfaced in chat without re-browsing the feed.
  • Plain-English filtering — "under $200", "this week", "in furniture" are all parsed and applied.
Track Your Own Listings And Their Status

Track Your Own Listings And Their Status

Sellers ask "is my desk still listed?" or "did anything I posted expire?" and the agent answers from live status — active, fulfilled, expired, pending approval. No need to open the Classified app to check every listing one at a time.

  • list_my_classified_listings — every listing the user owns, filterable by active, fulfilled, expired, or pending_approval.
  • Status visibility — surfaces what fulfilled, what expired, what still needs attention.
  • Engagement context — favorites count and view count come back with each listing.
  • Audit trail on every retrieval — even read calls log the requesting user and the listing returned.
Outcomes Teams Can Measure

Outcomes Teams Can Measure

The agent's job is to keep the internal marketplace alive without adding admin overhead. Measure adoption and discovery against your pre-agent baseline.

  • Active listings per week — share of posted listings that get a fulfilled or claimed status before expiry.
  • Favorites-to-fulfillment rate — how often saved listings convert to a real transaction.
  • Time to first view — minutes from listing publication to the first interested viewer arriving via search.
  • Wanted-request match rate — share of wanted_request posts that get a matching for_sale or free_giveaway response.
  • Stale-listing rate — share of active listings older than 21 days, surfaced to owners for relist or remove.
See The ADLC
Intentionally Read-Only · Posts Happen In The App

Intentionally Read-Only · Posts Happen In The App

Classified Agent's RISKY_TOOLS list is empty — the agent surfaces and explains, but it does not create, edit, fulfill, or delete listings. Those actions happen in the Classified app UI where the seller owns the post explicitly and the audit trail is unambiguous.

  • Zero write tools — RISKY_TOOLS list is empty. No agent-created listings, no agent-edited prices, no agent-fulfilled posts.
  • Permission-aware — the agent only surfaces listings the user already has access to under the Classified app's rules.
  • Pending approval respected — listings awaiting moderator review only appear to their owner and moderators.
  • Audit trail on every retrieval — even read calls log the requesting user, the tool used, and the listing IDs returned.
See Classified App

WHAT TEAMS TRY INSTEAD

The four alternatives — and why none of them keep an internal marketplace alive

There aren't many "AI for an internal classifieds board" vendors. Teams usually fall back on shadow-IT or a moderator queue. None of these keep the marketplace discoverable, moderated, and audit-friendly.

Instead of

Pasting Slack

Shadow-IT classifieds in a Slack channel nobody can audit

  • The agent surfaces listings by category, type, or price — Slack scroll is a one-way trip past anything older than 48 hours
  • Moderator-approved listings only; a Slack channel can't enforce review on offensive or off-policy posts
  • Honors per-user visibility and pending-approval state automatically — a generic chatbot has no notion of either
Instead of

A vendor "internal marketplace AI" feature

There isn't really one — the closest is a generic enterprise-search vendor sweeping all sources

  • Composes with Recognition, Comms Hub, Personal AI, and Company Store — not a generic search box across "everything"
  • No second contract for a single use-case; runs on the platform employees already log into
  • Pricing context comes from the Classified app itself, not a generic search engine guessing at categories
Instead of

A custom marketplace chatbot

An engineering team's six-month build, then forever maintenance for a low-priority surface

  • Shipped already. Engineering spends zero weeks plumbing categories, favorites tracking, or my-listings state
  • Read-only by design — the agent inspects, the Classified app handles posting and moderation
  • Inherits new capabilities (richer search, new category types) as the platform evolves
Instead of

The manual fallback — scroll the feed and hope

The default when good listings sink in 48 hours

  • Free-giveaways and wanted requests get found instead of trashed at end of week
  • Sellers can check on their own listings ("did anyone favorite my chair?") without scrolling
  • Pricing reference points come from past sold listings — sellers stop guessing

PLATFORM ADVANTAGE

Classified Agent inherits everything the platform already runs

A standalone marketplace bot has to plumb each of these. Classified Agent gets them for free because Recognition, Comms Hub, and Personal AI already do.

Cross-app data plane

Marketplace activity composes with Recognition for "kudos for the giveaway," Comms Hub for cross-posting to the right interest group, and Company Store for the on-brand-merch alternative.

Unified permission model

Listings respect the Classified app's existing visibility rules; pending-approval listings only show to the owner and moderators — no parallel ACL.

Audit trail on every retrieval

Even read calls log the requesting user, the tool, and the listing IDs returned — useful when an HR question lands about a sensitive listing.

Translation in 100+ languages

Multilingual workforces browse and discover listings in their own language — same translation service that powers Chat and News Feed.

Mobile delivery for the floor

Frontline employees on phones browse the marketplace from the same app they use for shifts and pay — no separate marketplace client to install.

RubyLLM-grounded model tiering

Listing lookups run on cheap nano/small models; multi-category reasoning uses standard tier — automatically, per call.

INDUSTRY FIT

Industries where internal marketplaces matter most

Classified Agent helps wherever a workforce has reason to share, sell, or pass along items internally.

Corporate Campuses

Furniture, electronics, and parking-pass classifieds stay browsable; free-giveaways from desk moves don't end up in a dumpster.

University & College Communities

Books, housing, and tickets classifieds among staff and graduate students stay moderated and discoverable.

Hospitals & Health Systems

Scrubs, references, and personal items in a multi-thousand-employee system find their match instead of getting lost in unit-level Slack channels.

Manufacturing & Plant Communities

Tools, vehicles, and small-equipment classifieds among plant workers find buyers and donors across shifts — not just within one crew.

Government Agencies

Surplus, swap, and giveaway boards stay defensible with audit trails inside FedRAMP-eligible deployment options.

Distributed Knowledge Workers

Remote-friendly companies use classifieds for parental hand-me-downs, hobby gear, and giveaways across geographies — discovery beats the city-channel approach.

WHY MANGOAPPS WINS

An embedded agent beats a chatbot, a vendor add-on, or a custom build on every axis

The argument finance, security, HR, and ops all share — and the one a generic AI or a shadow Slack channel structurally cannot answer.

Cheaper than the alternatives

No per-seat ChatGPT license, no enterprise-search vendor sweeping internal channels, no six-month custom build, no moderator-team overhead for a forgotten board.

More secure

Read-only. Every retrieval is permission-aware. Pending-approval listings stay invisible. Marketplace data stays inside the tenant boundary — not a third-party social platform.

Easier to deploy

Already deployed if you have Classified enabled. Turn the agent on against the existing categories and listings and it's running the same day.

Easier to use

Lives inside Ask AI — no separate marketplace app, no Slack-channel scroll, no "where do I post this?" question.

Easier to manage

Categories, moderation, and listing-expiry policies all sit in the same admin console as every other app. One audit log, one access model.

Easier to extend

Shares the agentic tool framework with every other MangoApps agent. New listing types or new pricing-context queries ship as tools, not rewrites.

AI is actually better

A generic chatbot can summarize a Slack channel. Only Classified Agent surfaces moderated listings, tracks favorites, respects pending-approval state, and audit-logs every retrieval — keeping the internal marketplace alive without becoming a moderator's full-time job.

Customer Success

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Frequently Asked Questions About Classified Agent

6 tools across browse, search, and own-listing tracking — list active classifieds filtered by type/category/price, keyword search across title and tags, get full listing details, list the user's own listings filtered by status, list the user's favorited listings, and list every classified category with its active count.

No. RISKY_TOOLS is empty — there are no agent tools for create, edit, fulfill, or delete. Posting a listing is a deliberate seller action that happens in the Classified app, where the seller fills out the form, sets the price, and owns the post.

Four — for_sale, free_giveaway, wanted_request, and services_offered. The agent filters by type when the user asks, and uses the type to interpret price-related questions (e.g., wanted_requests carry a "willing to pay" ceiling instead of an asking price).

Pending-approval listings show only to their owner (via list_my_classified_listings with the pending_approval status filter) and to moderators. They do not appear in public list_classified_listings or search_classified_listings responses until approved.

Active listings per week, favorites-to-fulfillment rate, time to first view per listing, wanted-request match rate, and stale-listing rate (active > 21 days). Compare against your pre-agent baseline.

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