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ETHORITY · AI ESTATE · INVENTORY, OWNERS, EVIDENCE

By 2 Dec 2027, know the AI systems you run.

Keep an AI inventory that stays true: systems, purpose, owners and evidence connected, from today's audit to tomorrow's software.

Good AI Prism v3.12 close-up: global
100,000+
records in the ETHORITY AI Registry and AI UniverseETHORITY AI Registry, Oct 2026
6,700
dated market changes trackedETHORITY AI Universe, Oct 2026
2 Dec 2027
Annex III high-risk obligations of the AI Act applyReg. (EU) 2026/1744 · White & Case, Aug 2026 · whitecase.com ↗
US$2.67tn
AI spending in 2026Gartner, Sep 2026
2 Dec 2027

An inventory is the first thing an auditor asks for.

Annex III duties apply from 2 December 2027; every obligation starts from knowing which systems you run.

White & Case, Aug 2026

100,000+

Vendor facts arrive pre-researched.

Every item in an AI estate can be matched to the registry instead of researched from scratch.

ETHORITY AI Registry, Oct 2026

US$2.67tn

AI spending grows faster than oversight.

Global AI spending reaches US$2.67tn in 2026, and much of it arrives inside existing software.

Gartner, Sep 2026

AI Estate products

AI Estate Workspace

€5,990 / year · net

AI systems, purpose, accountable owners and evidence in one inventory design. Shown today as a preview; early access on request.

Demonstration · early access on request

See what this package includes →

AI Estate Business

€12,000 / year · net

The AI inventory connected to business functions, decision owners and recurring governance. Preview; early access on request.

Demonstration · early access on request

See what this package includes →

AI Estate Enterprise

€18,000–€50,000+ / year · net

Shared vendors, dependencies and responsibilities across business units and countries. Preview; scoped with enterprise clients.

Demonstration · early access on request

See what this package includes →

TrustOps / Evidence Watch

Fee configured to agreed scope

Source changes connected to a defined review scope and the people responsible for follow-up. Configured per engagement.

Configured engagement

See what this package includes →

What an estate holds

Automation platforms, CRM agents and enterprise search are the items that grow fastest in an AI estate. Three registry profiles show the facts each item carries.

● Documented by the provider○ Stated by the provider◐ ETHORITY analysis◌ Independent source

Workato Genies

Workato · Agent

Documents, Workflow & Agents

According to Workato: “Workato Genies go beyond traditional AI agents – they can be customized with unique KPIs”

Published price
How it is billed
Where data is stored
Does it train AI on your data?
Open profile

Workato Genies

Workato · Agent

Facts, sources and conditions

According to Workato: “Workato Genies go beyond traditional AI agents – they can be customized with unique KPIs”
Stated by the providerworkato.com ↗
Where it sits on the map · 1 · 1
What it is used for
Prebuilt and custom AI agents on an integration platform
ETHORITY analysisdocs.workato.com ↗

Task classification by ETHORITY; match it to your intended use.

How it is billed
"Workato measures Genie usage in Genie actions"; each input prompt = one Genie action; recipe steps billed as Tasks, IDP as Pages. Self-service plans bill in Workato credits
Documented by the providerdocs.workato.com ↗

Two unit systems in own docs: Genie actions (Agent Studio pricing) vs single 'Workato credits' unit (https://docs.workato.com/en/pricing/self-service/self-service). FAQ: Genies "available to customers on specific pricing plans"

Published price
Workato Free: one-time 50,000 credits; Workato Pro: $75 (2,500 credits/month), $100 (3,500), $275 (10,000), $780 (30,000), $1,275 (50,000) per month; Enterprise priced separately
Unit: USD per month
Documented by the providerdocs.workato.com ↗

Self-service page does not name Genies/Agent Studio explicitly; currency shown as '$' only; Genie pricing for Enterprise not published

Where data is stored
Genies available in US, EU, AU, SG, JP data centers; Genie models hosted in US, EU, APAC regions and respect residency "where possible"; EU data center: "All LLM calls and data processing remain in-region"
Documented by the providerdocs.workato.com ↗

EU quote from https://www.workato.com/product-hub/changelog/workato-ai-features-now-available-in-eu-data-center/ (Oct 2025), which adds "existing recipes continue on US models". Hedge 'where possible' vs 'remain in-region' differs between pages. EU city/cloud provider not named

Does it train AI on your data?
Not used for training: "AI by Workato doesn't use user data for training purposes."
Documented by the providerdocs.workato.com ↗

Statement is on the AI by Workato connector page; Genie-specific docs (FAQ, data page) do not address training

Connects with
Genies use skills built from Workato recipes and app connectors, MCP servers; chat via Slack and Microsoft Teams; Agent Studio Developer API
Documented by the providerdocs.workato.com ↗

Slack and Teams support follows the Agent Studio documentation.

Certificates and audit reports
Listed by provider: ISO 27001, ISO 27701, ISO 42001, SOC 1 Type II, SOC 2 Type II, SOC 3, PCI-DSS v4.0.1 Level 1 (QSA), IRAP (PROTECTED), NIST 800-171A r2 (C3PAO); SOC reports under NDA
Documented by the providerdocs.workato.com ↗

Company-level scope; confirm Genie-specific coverage. SOC reports are attestations.

Limitations
Files capped at 25MB, video not supported; knowledge search returns top 10 documents in 8,000-character chunks; semantic search weak on JSON/CSV; "LLMs can make arithmetic errors"; skill responses capped at 250 KB; "Genies requiring Business approvals can't process autonomous tasks"
Documented by the providerdocs.workato.com ↗

AI by Workato not available in CN data center

Open the full profile →

Agentforce

Salesforce · Platform

Documents, Workflow & Agents

Salesforce’s platform to build and run AI agents inside Salesforce, priced by consumption, by conversation or per user.

Published price
How it is billed
Does it train AI on your data?
Certificates and audit reports
Open profile

Agentforce

Salesforce · Platform

Facts, sources and conditions

Salesforce’s platform to build and run AI agents inside Salesforce, priced by consumption, by conversation or per user.
Documented by the providersalesforce.com ↗
What it is used for
Companies whose customer and sales data already live in Salesforce.
ETHORITY analysis
How it is billed
Three models side by side: Flex Credits (consumption), per conversation, and per-user licence.
Documented by the providersalesforce.com ↗
Published price
Flex Credits $500 per 100,000; conversations $2 each; Agentforce User License $5 per user per month for employee-facing agents (requires Flex Credits); add-ons $125 per user per month (Sales, Service, Field Service) and $150 (Industries); Agentforce 1 Editions from $550 per user per month; Foundations $0. Edition naming (“Max Edition”) and euro prices were shown on 17 Oct and are to be re-confirmed.
Documented by the providersalesforce.com ↗

List prices for the named editions.

Does it train AI on your data?
Only third-party model training is addressed
Documented by the providerhelp.salesforce.com ↗

The statement covers third-party models. Ask how Salesforce's own models handle your data.

Connects with
Runs on Salesforce CRM/Data 360 (Data 360 credits a separate cost); add-ons for Sales, Service, Field Service, Industries; channels for service agent: voice, web, portals, SMS, WhatsApp; Agent API and Agentforce Mobile SDK for external apps.
Stated by the providersalesforce.com ↗

Pricing page: https://www.salesforce.com/agentforce/pricing/ ; service page: https://www.salesforce.com/service/ai/ ; Agent API: https://developer.salesforce.com/docs/ai/agentforce/guide/agent-api-considerations.html

Certificates and audit reports
Compliance portal lists for 'Agentforce & Einstein Platform': ISO/IEC 42001:2023 certificate ('Salesforce AI Platform, Agentforce Slack AI, ...', updated 1 Oct 2026); HDS certificate (Salesforce); SOC 1 bridge letter (Agentforce Operations). Full list (125 documents) refers to 'Audits and Certifications' section of the service SPARC.
Documented by the providercompliance.salesforce.com ↗

Provider documentation; confirm the certificate scope and issuer. SOC reports are attestations.

Limitations
Pricing: Agentforce User Licence gives 'Access to limited Salesforce CRM objects'; Flex Credits and per-conversation pricing cannot be used in the same org; unused Flex Credits do not roll over; editions include 'a limited number of generative credits'. Agent API: 120-second timeout; not supported for 'Agentforce (Default)' agent type.
Documented by the providersalesforce.com ↗

Agent API constraints: https://developer.salesforce.com/docs/ai/agentforce/guide/agent-api-considerations.html. Service AI page: 'Includes a limited number of generative credits.' No accuracy/hallucination limitation statement found on reviewed pages.

Open the full profile →

Slack Enterprise Search

Salesforce (Slack) · Product

Knowledge & Search

Slack Enterprise Search (Enterprise+ plan) lets members query connected apps such as Google Drive, SharePoint and GitHub from Slack's search bar, retrieving permission-aware results and AI answers in real time.

Published price
How it is billed
Where data is stored
Does it train AI on your data?
Open profile

Slack Enterprise Search

Salesforce (Slack) · Product

Facts, sources and conditions

Slack Enterprise Search (Enterprise+ plan) lets members query connected apps such as Google Drive, SharePoint and GitHub from Slack's search bar, retrieving permission-aware results and AI answers in real time.
Stated by the providerslack.com ↗

SharePoint and GitHub are named in the enterprise-search help article. https://slack.com/intl/en-gb/help/articles/38693462131219-Search-across-your-applications-with-enterprise-search.

Where it sits on the map · 1 · 1
What it is used for
Federated AI search across Slack and connected work apps
ETHORITY analysisslack.com ↗

Derived from feature page and help article.

How it is billed
Included in Enterprise+ subscription (per-user plan, price on request); also on Enterprise Grid with legacy Slack AI add-on
Documented by the providerslack.com ↗

Plan availability per help article.

Published price
Enterprise+: 'Contact sales for pricing'. For reference, AI search (Slack-only) in Business+ at USD 15/user/month annual
Unit: USD
Documented by the providerslack.com ↗

Prices from Indian regional page; enterprise search itself has no published price.

Where data is stored
Data residency (Business+ and Enterprise) in Frankfurt, Paris, Stockholm or Zurich covers messages, files and 'Search index of Customer Data'; member profiles and some metadata may be stored outside; AI/enterprise search data not addressed
Documented by the providerslack.com ↗

Default US storage without data residency. Feature page says enterprise search is federated/real-time and 'customer data never leaves Slack's trust boundary'; AI security article: LLMs hosted in Slack's infrastructure, no regional statement.

Does it train AI on your data?
Only third-party model training is addressed
Documented by the providerslack.com ↗

The statement concerns third-party models; ask how Slack's own models handle customer data.

Connects with
Examples: Google Drive, Gmail, Salesforce, Jira, Confluence, GitHub, Asana, Box, Microsoft apps (OneDrive, SharePoint), Notion, Dropbox; custom connector API for home-grown/self-hosted systems
Stated by the providerslack.com ↗

11 logos shown; no total connector count stated (2,600+ marketplace apps are not search connectors).

Certificates and audit reports
Slack-wide: ISO/IEC 27001, 27017, 27018, 27701, 42001; SOC 2 Type II and SOC 3 (attestations); BSI C5 attestation; TISAX; CSA STAR; FedRAMP Moderate (Enterprise/Enterprise+ when configured); Global CBPR/PRP (Schellman)
Documented by the providerslack.com ↗

Not specific to enterprise search; AI security article names no AI-specific certification. ISO 27017/27018/27701 links point to same ISO 27001 PDF. HIPAA/FINRA/FERPA are regulations, not certifications. Issuers mostly not named; not verified on registries.

Limitations
Requires Enterprise+ (or Grid with legacy AI add-on); admin must enable and connect at least one source; users must connect individual accounts; custom sources need connector API
Documented by the providerslack.com ↗

No explicit product limitations listed.

Open the full profile →

Read about the estate

AI does not scale by itself. Redesign the work.

AI does not scale by itself. Redesign the work.

Start with one objective, choose the simplest approach for each task and measure the cost of every result you accept.

See the map on one page →
Access to a tool does not give an AI agent the right to act.

Access to a tool does not give an AI agent the right to act.

How to define what each AI agent may do: by action, limit, time and consequence, rather than by the tools it can reach.

See the map on one page →

Test your numbers first

Total Cost of AI Ownership prices an estate item by item; the Model Cost Estimator adds model prices. All tools sit in the ETHORITY AI calculator suite.

Total Cost of AI Ownership calculator

All six cost blocks over 36 months, compared with today's cost per accepted result, and the month the investment pays back.

Pilot version · Scenario calculator

Open the calculator →

Model Cost Estimator

Estimates the monthly cost of your workload on 17 AI models, with announced price changes and end-of-service dates.

Pilot version · Scenario calculator

Open the calculator →

Compare three offerings

Puts two to four offerings side by side in the same units, each fact with its source and the date it was checked.

Compare offerings →

Sten Franke leads every project.

Sten Franke

Sten Franke

Founder & CEO · AI Transformation Architect

Sten Franke designs and builds AI systems, from model testing and cloud setup to the interfaces people use. He connects business decisions, software architecture and practical implementation.

AI architecture · Model testing · Cloud engineering · UX

His work spans programming, LLM evaluation, Google Cloud and AWS environments, and web applications built with Next.js and React. He connects business requirements, software architecture and practical implementation. Creator of the Good AI Prism, he brings market intelligence into AI decisions. Earlier, he created the Social Media Prisma, led a BVDW Social Media working group and contributed to its Social Media Kompass. His entrepreneurial work includes ethority, Gridpatrol and mediatime, following a practical foundation in electronics and industrial robotics.

sten@ethority.ai

Questions buyers ask

Can we buy the Workspace today?

The Workspace is shown as a preview, and early access is on request. Today the estate is built through the AI Estate Audit & Mapping.

What is TrustOps / Evidence Watch?

A configured engagement that connects source changes to a defined review scope and the people responsible for follow-up.

Who owns the inventory?

The client. It is built in the ETHORITY registry schema so it can be maintained by the client or through the retainer.

How does this relate to governance?

The estate is what governance governs. The AI Governance Setup takes the inventory as its starting point.

How long does an audit take?

Four to eight weeks, by package: Focus, Group or Group+, each with published net prices.

Next step

Start with an AI Estate Audit and Mapping and ask for early access to the Workspace in the same call.

ETHORITY · LONG READ

From a one-off audit to an estate that stays current

An AI inventory is accurate on the day it is finished. The AI Estate class is about what happens next: keeping systems, owners and evidence connected as the estate changes.

Every AI governance conversation eventually reaches the same question: what do we actually run? The answer is rarely in one place. Licences sit with IT, usage fees with business units, agent features inside CRM and office software, and pilots in project folders. With global AI spending at US$2.67tn in 2026 according to Gartner, much of it arriving inside software companies already own, the gap between what is used and what is known keeps widening.

Today: the audit

The AI Estate class starts with a service that is available now. The AI Estate Audit & Mapping builds the inventory in four to eight weeks: every tool, agent, pilot and licence, including shadow AI, mapped with owners, costs, usage, vendor facts and risk. It ends with a portfolio decision for each item, and at least 95% of known spend must be mapped before it is accepted. The inventory uses the same data model as the Good AI Prism registry, so each item carries vendor facts with source and date.

Next: keeping it current

An inventory is accurate on the day it is finished. Then a vendor changes its data terms, a model announces its retirement, a business unit adds a new agent. The AI Estate products are designed for that second phase.

TrustOps / Evidence Watch is the first step and runs as a configured engagement. It connects source changes, such as a vendor's new terms or a model's retirement date, to a defined review scope and to the people who must act on them. The ETHORITY AI Universe already tracks thousands of dated changes, so the watch starts from history rather than from a blank page. For many clients, the AI Governance Retainer delivers the same rhythm as a service.

The software layer

The AI Estate Workspace, Business and Enterprise editions bring the inventory into software: AI systems, purpose, accountable owners and evidence in one place, connected to business functions and decision owners, and, at enterprise scale, to shared vendors and dependencies across units and countries. They are shown today as previews. Early access is available on request, and activation for a client follows once tenant isolation, roles, security and support are in place for that client. Honest previews are more useful than a promise.

Why it matters now

The AI Act gives the estate a deadline. Annex III high-risk duties apply from 2 December 2027, as set by the Omnibus regulation of July 2026. Every obligation, from classification to evidence to human oversight, starts from knowing which systems exist and who owns them. Agents raise the stakes further: the insight on agent authority and its limits shows how quickly an agent's reach can exceed what anyone approved.

How the class fits

The AI Estate class sits between the services and the platform. The audit creates the inventory. Governance decides how it is controlled. The retainer or Evidence Watch keeps it current. The Workspace, as it is activated, makes it a living system the client operates itself. At every step the inventory belongs to the client, in a schema it can take anywhere.

For most organisations the right first step is still the audit. It answers the question every other step depends on, and it does so with a decision attached.

Three signs an estate needs attention

Most organisations recognise the need through one of three signals. Finance cannot reconcile AI spend across budgets, or finds two teams paying for overlapping tools. A works council, auditor or customer asks for a list of AI systems and their owners, and the answer takes weeks. Or an agent turns out to reach data nobody intended it to reach, and nobody can say who approved it.

Each of those signals points to the same missing piece: an inventory with owners and evidence. The audit supplies it, the AI Act Readiness Sprint classifies it where the question is regulatory, and the compute and infrastructure brief helps when the open question is where AI workloads run and what they cost. The Workspace, once activated for a client, keeps the answer ready the next time someone asks.

The estate is also where the market map and the company meet. The same profiles that buyers browse in the assistants and copilots area and the documents and workflow agents area appear as items in a client's estate, with the client's own owners, costs and decisions attached. When the public profile changes, the estate item can be flagged for review.

Sources and further reading

YOUR NEXT STEP

Discuss your question with Sten Franke.

Bring your business question or the figures you already know. ETHORITY investigates within the agreed scope; together with Sten Franke you agree the next piece of work.

Draft your request by email →