People analytics for employers with their own AI tool or data warehouse

An AI link and a warehouse link are two different routes

Your own AI tool can use people data in two ways. The first is an AI link. Vendors call it MCP. It is a standard that lets an assistant such as Claude, ChatGPT or Copilot ask a product for data. A manager types a question, and the assistant requests the figures it needs.

The second way is a warehouse link. A data warehouse is a central store that holds data from many systems. Snowflake, Databricks and BigQuery are examples. A product can push its data into your warehouse. Or your warehouse can read the data where it sits, which vendors call zero-copy. Many products also offer an API, the standard way one program asks another for data. With either route, your data team can join people data with finance or sales data.

The two routes carry different risks. With an AI link, data reaches the AI provider, and Visier, Personio and Oracle warn about this. With a warehouse export, the copy can leave the vendor’s privacy terms, and Worklytics warns of this for its exports.

What every product shares and what sets them apart

Many products now offer a link to an AI tool, so the offer alone will not help you choose. In many of them the AI tool sees no more than the signed-in person already could. So access rarely decides the purchase. What decides it is how finished the link is. It also depends on whether the tool can change records and which way the data moves.

Access is the same in six products. They are 15Five, Culture Amp, Leapsome, One Model, Rippling and Visier. In each, an AI tool sees only what the signed-in person can already see. A manager who asks Claude about their team gets no more than they could already open in the product.

A link that is still a test version can change under you, and support promises may not cover it. Dayforce and UKG label their Claude connectors beta. BambooHR, Leapsome and Personio label theirs beta or open beta. One Model and Orgvue call theirs early access, and Oracle calls its server a preview. ChartHop labels its AI Pro features pre-release, for select organisations, and open to change before general release. BambooHR also runs a plugin for ChatGPT Enterprise. Zoho’s Analytics link is still in development. Each of these vendors has not yet called its link finished or generally available. Ask what support and service promises cover a link in this state. Visier is the exception here. Its link has been available since 22 November 2025.

Write access matters because an assistant can misread a question. If it can write, a wrong reading could change a goal or a record. Keka warns that Claude can misread a question or pick the wrong tool. So the switch that lets a tool change records needs a named owner. Leapsome, Personio and ChartHop switch writing off by default. In 15Five, the link only reads unless updates are on. BambooHR has some tools that write or delete data. The Keka connector has 23 tools, and four of them take an action.

Direction matters because it decides who looks after the data. Data pushed out is a copy that your team now looks after. A warehouse that reads the data in place leaves it where it is. A product that pulls your warehouse in is a different purchase, because it adds your data to the vendor’s system. Visier, Workday, SAP, One Model and SplashBI move data in both directions with a warehouse. Worklytics streams data out to one. Rippling queries your Snowflake where it sits. Crunchr and Orgvue pull warehouse data in. Know which direction you need before you shortlist.

Some links cost nothing extra and some routes need their own subscription

A people analytics licence does not always cover the route to your own tools. Some vendors add nothing for it. Others sell it as its own subscription.

A free AI link often depends on a plan, a trial or a separate subscription. So the real cost sits in which plan you are on. Check the plan before you read the price. Some vendors add no charge for the AI link, with conditions. Visier bundles it with Vee. 15Five includes it in Perform and Total Platform. Culture Amp charges nothing for it today, and its API is in the subscription. Leapsome includes it in all plans. Keka includes it in all plans right now. BambooHR charges nothing extra to customers with an active Claude account.

Other vendors tie the route to something you must buy, which means the licence price tells you little. One Model sells its AI link as an add-on on Essentials and Data Mesh and includes it on Enterprise. Rippling’s link returns no data without a Rippling AI subscription or trial. ChartHop sells AI Pro as an add-on. Zoho’s Analytics link uses API units. SAP Snowflake needs an extra subscription from SAP. Oracle requires the employee metric for your subscription before you send data to a third-party store. ADP’s connectors need Enhanced Insights. Keka sells its API as an add-on.

Workday needs the most planning. Data Cloud is a separate product with a base platform fee and usage entitlements. Flex Credits cover usage beyond them. A Flex Credit is Workday’s usage-based pricing unit for AI agents and platform innovations. Live Data Query costs 30 Flex Credits per million rows processed hourly. Workday Data Lake costs 10. Workday also gives annual complimentary Flex Credits based on company size. A customer not yet on the public cloud signs a migration agreement. Workday puts the move to production at about six months. Ask for the money price of one Flex Credit.

UKG’s service terms for Pro Pay and People Center cap use at 10,000 event messages a month. They also cap it at 1,000,000 data requests. UKG invoices extra packs at its then-current rate once you pass those caps.

Your own tools carry costs too. Lattice’s link uses tokens in your AI system. One Model requires enterprise licensing for your AI tool. Culture Amp needs a developer on your team to set up its API. Keka needs a technical team for its API. Ask each vendor to price the exact route you plan to use.

Six things that can go wrong once the data leaves the product

These risks start once people data leaves the product. The vendor’s own access controls no longer cover everything that happens next, so some of the checking falls to you.

What should you ask each vendor before you sign?

These questions test where a vendor’s own pages leave a gap or disagree. A good answer is one you can get in writing.

1. Workday: Is Data Cloud generally available for us today? Your Data Cloud page puts the Agent Lake, Live Data Query and zero-copy federation as generally available. Your upgrade guide puts Data Cloud in early adopter. Good answer: A written list of what is live for us, with dates.
2. Workday: What does one Flex Credit cost, and how many complimentary Flex Credits do we get each year? Good answer: A money price and a yearly amount in writing.
3. One Model: Which edition includes your AI link for us, and what changes when it leaves early access? Good answer: A named edition and a price held in the order form.
4. Visier: Is warehouse export part of our licence, or priced on its own? Good answer: The answer sits in the order form.
5. Rippling: Which warehouses can we connect today besides Snowflake? Your Data Cloud page covers Snowflake, Databricks, BigQuery, Redshift and Azure. Your FAQ covers Snowflake, with more planned. Good answer: A list of live warehouses with dates.
6. Personio: Which records can we export about who connected an AI tool, and when? Good answer: A log we can download.
7. Culture Amp: How long does a connection token stay valid after someone removes the connector? Good answer: A stated time, and a way to end it at once.
8. Worklytics: Which of our data protection contracts still cover the data once it leaves Worklytics? Good answer: A written answer that points to the contract.
9. Oracle: Which licence counts do we need before we send data to an outside store? Good answer: A figure in the order form.
10. UKG: What does an extra pack cost once we pass the monthly caps? Good answer: A rate that stays fixed for the contract term.
11. Keka: Keka’s help article supports Claude and adds others later. Its AI page connects Claude, ChatGPT and other assistants. Which assistants work today? Good answer: The assistants and the dates in writing.
12. MeVitae: Do you offer an API or not? Your listing offers API export and also answers No in its API field. Good answer: A yes or no in writing, with a document that explains it.

If nobody runs an AI tool or warehouse yet

This route suits an employer that already runs an AI assistant or a warehouse. If neither exists yet, read the guide to people analytics first. It covers the whole market.

If your HR system already includes analytics, read the guide for HR system owners. The comparison puts the products side by side. Large employers can also read the enterprise guide.