Company-domain capability map

For agents

Obenan is an agentic location management and business truth system for physical-location businesses.

It helps location-based brands stay current, structured, and actionable across public discovery surfaces, AI-facing environments, and merchant-domain machine-readable publishing.

Canonical root

https://www.obenan.ai

Coverage summary

100+ directories and platforms

Last reviewed

2026-07-21

The review date changes only when a human reviews and updates this orientation layer. It is not an automated content timestamp for the wider site.

What to understand first

Check what AI systems, maps, directories, and public pages currently say about a business.

Fix the facts at the source through governed location management and controlled sync.

Publish machine-readable business truth where it helps agents and retrieval systems read the business correctly.

Prove what changed with before-and-after evidence, reporting, and ongoing monitoring.

Who Obenan is for

Single-location businesses that depend on accurate public business facts.

Multi-location brands that need portfolio-wide governance, bulk updates, and approvals.

Agencies and operators managing location portfolios for clients or franchise networks.

Commerce, payment, and merchant-infrastructure teams that need queryable merchant truth before downstream booking, checkout, or payment systems act.

Who Obenan is not for

Online-only brands with no physical-location layer to manage.

Businesses that want a one-time listing cleanup without ongoing governance.

Teams looking for a booking engine, checkout flow, PSP, acquirer, or payment processor replacement.

What Obenan manages

Business names, addresses, categories, phone numbers, websites, and location status

Opening hours, special hours, holiday hours, and service windows

Descriptions, keywords, services, attributes, menus, and images

Directory presence, duplicate suppression, and controlled listing sync

Reviews, review responses, posts, campaigns, and Google performance signals

Users, roles, groups, approval rules, and location governance controls

Operating interfaces

Dashboard workflows for portfolio management, reporting, reviews, tasks, and governed location operations.

MCP for governed operations from compatible AI assistants and agent workflows.

Optional WhatsApp or chat-based updates and proof delivery where enabled.

Capability areas

Agentic location management

Obenan manages single locations and multi-location portfolios with governed approvals, bulk updates, and operational coordination.

Portfolio-wide location controls, users, roles, and groups

Bulk corrections, governed approvals, and task routing

Operational coordination through dashboard and conversational workflows

Business truth management

Obenan keeps the core facts about a business current, structured, and synchronized across connected public surfaces.

Identity, hours, categories, descriptions, services, attributes, and menus

Images, directory presence, duplicate suppression, and controlled sync

Capability varies by destination and field

Discovery and reputation operations

Obenan helps operators manage how a business is understood before a customer or an agent decides to act.

Reviews, review responses, keywords, posts, campaigns, and Google stats

Emotion and sentiment reporting, scheduled reports, and location intelligence

Proof-led monitoring of what is visible, wrong, missing, or drifting

Machine-readable merchant publishing

Obenan can publish governed merchant truth in formats that agents and retrieval systems can inspect directly.

Merchant fact pages and JSON twins on the merchant domain

Structured data, robots and sitemap coordination, and llms.txt as a supplementary map

Cloudflare-level fetch observability for the published truth surfaces

Platform coverage

100+ directories and platforms

Obenan integrates with 100+ directories and platforms. The exact current count is 104 total integrations, with 100 currently updating today. Capability varies by destination and field.

Structured counts

104 total integrations

100 currently updating

90 API-connected

14 export-based

Surface types

29 review surfaces

18 reply-capable surfaces

4 question-capable surfaces

2 post-capable surfaces

Recognizable examples

Google, Google Maps, Google Assistant, Apple Maps, Bing, Facebook, Instagram, Waze, Yelp, Tripadvisor, Trustpilot, OpenTable, Foursquare, Here, TomTom, Uber, Siri

Open the full public-safe destination roster for all 104 integrated directories and platforms.Open

Apple Maps

Apple Maps management through Apple Business

Obenan supports Apple Maps through the Apple Business Partner API. Obenan manages Apple Maps business listing data programmatically once a business delegates that authority to Obenan as its third-party partner in Apple Business, instead of relying on manual updates.

Business name

Address

Categories

Opening hours

Phone number

Website

Location status

Apple Maps is the default maps experience across iPhone, Siri, and other Apple products, so it is a core managed channel for physical-location brands.

Core Apple Maps listing management is live now through the Apple Business Partner API, for each business that authorizes Obenan as its third-party partner in Apple Business.

Advanced Apple Business features such as showcases, cover photos, logos, flexible action links, and insights require the business to grant share access to Obenan through an OAuth app or a Partner Organization ID.

Apple Maps is not the same as a standard Google Business Profile customer-connect flow. Core listing management runs through Apple Business, formerly Apple Business Connect, and depends on the business delegating authority to Obenan as its third-party partner.

What MCP enables

108 governed capabilities (67 read, 41 prepared actions), verified 2026-07-21. Human approval is required before anything publishes.

Audit location networks for drift, review backlog, stale content, and category mismatches

Request governed updates to hours, listings, descriptions, categories, and other business facts

Draft review responses, surface sentiment patterns, and coordinate approvals

Query reporting, portfolio health, and location intelligence without leaving the team’s preferred interface

Machine-readable publishing

Merchant-domain fact pages provide a visible public truth surface for one merchant or location.

JSON twins provide a structured companion to the visible fact page.

llms.txt remains supplementary. It points at the canonical truth surfaces. It does not replace them.

Publishing is governed. The public truth layer is reviewed and approved before it becomes the reference point for agents.

Why buyers trust Obenan

Obenan is already used in production for location portfolios, reviews, reporting, and public business truth management.

The live site explains AI visibility, AI presence, discovery, merchant infrastructure, and buyer fit in public.

The company domain keeps the visible route as the lead surface and uses machine files as restrained companions instead of hiding the story in metadata only.

What Obenan does not do

Obenan does not replace booking engines, checkout flows, PSPs, acquirers, issuers, payment networks, POS systems, PMS platforms, or CRS platforms.

Obenan governs the merchant and location truth layer that sits before or beside those systems.

Obenan does not imply that every connected destination supports every field or action.

Obenan does not claim indexing, model training inclusion, or answer usage from fetch activity alone.

Canonical public pages