Software advice
Best AI People Analytics Software in 2026
AI people analytics software combines workforce records from an HR system, an applicant tracker and survey tools into one model, then answers questions about headcount, attrition, pay, skills and collaboration with dashboards and AI assistants. It is not an HRIS, which stores the records, and not a survey tool, which only collects opinions. HR and finance teams use it to explain workforce numbers to executives.
Quick answer
Polinode ranks first because it prints four prices and states its EU hosting. Worklytics follows with a free tier and a printed Business price. Crunchr suits European HR teams that want ISO 27001 and SOC 2 stated. Everything else needs a sales call.
An HR analytics lead rarely shops for charts. The real question is whether a vendor can join data from the HRIS, the applicant tracker and the survey tool without a year-long data project, and whether employees' records are safe once an AI assistant reads them. Vendor pages answer that thinly, and most hide prices behind a demo. This ranking therefore leans on what a buyer can verify: printed plans, named certifications, stated hosting, AI features that are described rather than implied, and whether the page says who the tool is for. We read vendor pages in November 2026 and ran none of these products, so every performance claim belongs to the vendor.
The 10 best AI people analytics software in 2026, ranked
There is no score. Vendors can pay for more visibility on this website, for example a higher place in a ranking or more room on a page. Commercial relationships can also affect which products we feature and how prominently. How we rank.
| # | Tool | Best for | Free plan | Entry price |
|---|---|---|---|---|
| 1 | Polinode | Consultants and HR teams mapping informal networks during a reorganization | Yes | $40 per month (Lite), after a free tier |
| 2 | Worklytics | Engineering and operations leaders measuring meetings, collaboration and AI tool adoption | Yes | $2,500 per month (Business, 200 users) |
| 3 | Crunchr | European HR teams wanting a general people analytics platform with stated certifications | No | Quoted |
| 4 | One Model | Analytics teams that want a governed data model beneath several HR systems | No | Quoted |
| 5 | ChartHop | Mid-size companies replacing spreadsheets for org charts, headcount plans and compensation cycles | No | Quoted |
| 6 | Syndio | Compensation and legal teams preparing for pay transparency and pay gap reporting | No | Quoted |
| 7 | Visier | Large employers wanting benchmarked workforce metrics and agents on top of existing HR systems | No | Quoted |
| 8 | Perceptyx | HR teams that want survey, feedback and attrition-risk analysis plus manager nudges | No | Quoted |
| 9 | TalentNeuron | Workforce planners comparing internal roles with external labor market and skills data | No | Quoted |
| 10 | Reejig | Workforce leaders mapping jobs and skills to see where AI changes the work | No | Quoted |
- 1
Polinode ranks first because a buyer can check almost everything: four prices, user counts, network limits, AWS Ireland hosting, encryption and a SOC 2 statement. It does narrower work than a full analytics platform, since it focuses on organizational network analysis with AI chat over the results. Passive email and calendar data sits in the higher tiers, which also carry a Trust Center review.
Strong on
- Free, Lite and Professional plans are priced on the page, with limits per plan
- Servers are in AWS Ireland, and SOC 2 and AES-256 encryption are stated
Weak on
- Self-serve plans are single-user, so team access means a quote
- Not a headcount, pay or attrition platform, and the free tier has no AI
Skip it if: Large employers that want one model across HRIS, applicant tracker and payroll data. Lite and Professional are single-user plans; respondent credits cost $2 each when a survey needs them.
- 2
Worklytics takes second place on printed terms: a free tier, a Business price with included users, and a stated rule that no email or message content is stored. It measures behavior in work tools rather than HR records, so it answers different questions than the platforms below it. The privacy policy does not say whether data trains AI models.
Strong on
- Free tier and Business price are printed, with user counts and the overage rate
- States metadata-only collection and offers EU or UK storage on request
Weak on
- Calendar-only on the free plan, with 30 days of history
- Policy is silent on AI model training, and the page lists two history lengths for Business
Skip it if: HR teams needing attrition, pay or headcount reporting from HRIS and payroll data. Extra users cost $10 each per month; the free tier covers 100 users on calendar data only.
- 3
Crunchr ranks third because its page states SOC 2 Type II, ISO 27001 and GDPR-by-design controls, and it lets a buyer tour the product without a sales call. It covers attrition, hiring, workforce cost and AI summaries. Hosting location and integrations are not named on the pages we read, which holds it below the two vendors above that print prices.
Strong on
- Names SOC 2 Type II, ISO 27001, role-based access, anonymization and audit trails
- Self-guided tour lets buyers see the product before talking to sales
Weak on
- No price and no named hosting region on the pages read
- Only Slack access is named; other integrations are not listed
Skip it if: Buyers who need a published price or a verified list of source-system connectors before a call. No price is shown; the site offers a self-guided product tour and says no demo call is required.
- 4
One Model sits fourth because it describes its AI layer in detail: an assistant, MCP connections for ChatGPT, Copilot, Claude and Gemini, and an AI Impact module. It also states ISO 27001:2022 and SOC 2 Type II. The privacy policy does not say where data is hosted or whether personal data trains models, and pricing is not on the page.
Strong on
- Lists Workday, SuccessFactors, Qualtrics, Greenhouse and Databricks as connected sources
- Lets customers switch prompt-level intelligence on or off
Weak on
- Hosting location and training use of personal data are not stated in the policy
- A governed data model implies implementation work before value shows
Skip it if: Small HR teams without an analyst to own definitions, data models and the connector work. The product page shows no price and links to a separate pricing page.
- 5
ChartHop is fifth because it is as much an HR system as an analytics tool, with HRIS, compensation, planning, performance and an AI Pro module on one platform. It states a SOC 2 Type 2 review and that customer data is not shared for AI model training. Price and hosting region are not shown, and adopting it means moving core HR records.
Strong on
- States that organizational data is not shared outside ChartHop for AI training
- Offers 100+ integrations plus headcount, compensation and planning modules
Weak on
- Quote-only, and the page does not name a hosting region
- Analytics value depends on adopting its HRIS and planning modules
Skip it if: Companies keeping Workday or another HRIS as the system of record that want analytics only. Pricing is a proposal after three questions on team size, needs and integrations.
- 6
Syndio ranks sixth because it solves one problem well and documents its trust posture in detail: SOC 2 Type 2, ISO 27001:2022, EU AI Act and NIST AI RMF alignment, and a public subprocessor list. It is not a general workforce analytics platform. Hosting region and pricing are not shown, and its Predict module is labeled coming soon.
Strong on
- Trust page lists SOC 2 Type 2, ISO 27001:2022, CSA STAR and EU and Swiss frameworks
- Its Syndi assistant shows reasoning and does not make pay decisions itself
Weak on
- Scope is pay equity and pay decisions, not attrition or skills
- Hosting region is not stated and savings figures come from Syndio itself
Skip it if: HR leaders who want one analytics layer across hiring, attrition and engagement data. Only a demo request is offered; the page quotes Syndio's own value estimates instead of prices.
- 7
Visier lands seventh not for weak capability but for how little a buyer can verify. Its home page describes a Workforce Context Engine, Talent Agents, an Agent Builder and MCP access, yet it names no certification, no hosting region and no price. Its strength is a benchmark-enriched, permission-aware data layer built for enterprises, which suits buyers with a dedicated analytics team and time for a sales process.
Strong on
- Agent Builder and MCP let customers connect their own or third-party agents
- Says permissions are applied when each answer is computed
Weak on
- Certifications, hosting regions and pricing are not stated on the pages read
- Built for enterprise HR data projects rather than quick starts
Skip it if: Small teams that want a published price and a trial account this week. No price is shown; the page directs buyers to book a demo or contact sales.
- 8
Perceptyx comes eighth because its center of gravity is listening and coaching, with analytics built on survey data rather than HR system records. The home page lists SOC 2 Type II, HITRUST, FedRAMP and ISO 27001 claims and agents for narrative analysis and coaching. The policy does not address AI training or name hosting locations.
Strong on
- Lists Workday, UKG, Oracle and SuccessFactors connections plus Teams and Slack delivery
- Many security claims on the home page and an EU representative named in the policy
Weak on
- Policy does not address AI use or name hosting providers
- Strongest on opinion data, thinner on pay or workforce cost analysis
Skip it if: Buyers whose main need is workforce planning or cost modeling from HRIS data. Visitors are routed to a conversation with an expert; no price appears on the page.
- 9
TalentNeuron ranks ninth because it supplies outside labor market data more than internal people analytics. Modules cover hiring, skills, location and competitors, plus an agentic assistant called Synapse, with API and Snowflake delivery. The home page names no certification, hosting region or price, so a buyer has little to check before booking a call, and the product answers market questions rather than internal ones.
Strong on
- Delivers data through APIs, data feeds and Snowflake as well as a web app
- Adds work architecture and organizational design modules next to market data
Weak on
- No certification, hosting or pricing details on the page read
- Focuses on external market data, not your own employee records
Skip it if: Teams that want to analyze their own attrition, engagement or pay data. The home page offers only a demo booking and shows no plans or prices.
- 10
Reejig ranks last because its policy states that customer information may be used to improve and train its AI models, and its page lists no hosting region or price. It does state SOC 2 Type I and II and describes a Work Context Graph for mapping AI impact on roles. The product has moved toward a work operating system.
Strong on
- States SOC 2 Type I and Type II and AWS key management for encryption
- Maps roles to AI impact and ties into Workday through a listed partnership
Weak on
- Privacy policy allows customer information to be used for AI training
- Positioning has shifted from talent analytics to a broader work operating system
Skip it if: Buyers who need a plain attrition and headcount dashboard with printed terms. The only call to action is a demo booking; no price is listed.
How these AI people analytics software were judged
How accurate are the AI answers in people analytics software?
Accuracy depends first on the data model beneath the assistant, and no vendor page shows an independent test. One Model describes a governed data layer that its AI Assistant queries and offers an MCP connection for outside assistants. Visier says permissions are applied when an answer is computed, which matters more than the chat window. Crunchr names AI summaries of attrition drivers and scenario modeling. Ask each vendor to answer five questions you already know the answer to, such as last quarter's regretted attrition by team, and compare the results with your own spreadsheet. A fluent answer that cannot show its source rows should not reach an executive deck.
What does people analytics software cost?
Printed prices are rare. As of November 2026, Polinode lists Free, Lite at $40 a month, Professional at $80 a month and custom Consultant and Enterprise tiers, plus $2 per respondent credit. Worklytics lists a free tier for up to 100 users on calendar data, Business from $2,500 a month with 200 users and $10 per extra user, and custom Enterprise. ChartHop, Crunchr, One Model, Visier, Syndio, Perceptyx, TalentNeuron and Reejig show no price on the pages we read. For those, ask for a three-year total that includes data connectors, modeling services and any AI add-on.
Is employee data safe in people analytics software?
Employee records are among the most sensitive a company holds, so read the data terms before the feature list. Crunchr states SOC 2 Type II and ISO 27001, One Model cites the same pair, and Syndio lists SOC 2 Type 2, ISO 27001 and EU frameworks. Polinode states AWS Ireland hosting and SOC 2. ChartHop states that customer data is not shared outside the company for AI model training. Reejig's policy says customer information may be used to improve and train its AI models. Worklytics says it stores only metadata. For hosting, the vendor's policy was not checked for this on Visier, Perceptyx or TalentNeuron.
How hard is it to switch people analytics platforms?
Switching costs sit in the data model, not in the dashboards. A platform that normalizes your job architecture, org hierarchy and metric definitions holds months of modeling work that an export rarely carries. One Model and Visier market the governed model itself, which is useful while you stay and costly when you leave. ChartHop also stores the HRIS and compensation workflows, so leaving means replacing core systems. Polinode and Worklytics keep less history, which makes them easier to exit. Ask for metric definitions in a readable format, and for the retention period after cancellation, which ChartHop's policy puts at one year.
Which people analytics tool fits a company of your size?
A company under a few hundred people usually needs one question answered, not a platform. Polinode suits an HR consultant mapping a reorganization, and Worklytics suits a head of engineering measuring AI tool adoption. A mid-size company that outgrew its HRIS reports may look at ChartHop or Crunchr. Enterprises with several HR systems and a dedicated analytics team fit Visier or One Model. Pay equity under new transparency rules points to Syndio, listening programs to Perceptyx, and skills planning to Reejig or TalentNeuron. In the EU, ask about works council consent before any pilot.
How to choose an AI people analytics platform in three steps
- Name the first three questions before any demo. Write down the three questions the board will ask in the next two quarters, for example attrition in engineering, pay gaps by level, or the cost of an open requisition. Send them to every vendor with a sample of your own extract. A platform that needs a custom model before it can answer the first question is a project, not a product. Compare how many source systems each answer needed and who built the connection. This step also shows whether you need analytics at all or only better reports from your HRIS.
- Settle privacy and works council rules first. Decide what the tool may see before you pick it. Collaboration analytics on chat and calendar metadata, such as Worklytics, and email metadata in Polinode's higher tiers, need legal review and often employee representatives in Europe. Ask each vendor how it aggregates, what minimum group size it enforces and whether managers can see individuals. Get the answer in the contract, not in the sales deck. A rejected pilot costs less than a stalled rollout after the data is already connected.
- Price the whole data pipeline, not the license. Request a quote that lists connectors, implementation hours, the AI assistant, extra users and the renewal uplift. Worklytics prints that extra users cost $10 each beyond the 200 included, and Polinode charges $2 per respondent credit, so usage drives the bill even on printed plans. For quote-only vendors, ask what the first dashboard requires from your own IT team and how long customers typically wait. Compare yearly totals at your headcount, and keep a short list of exit terms beside it.
Frequently asked questions
What is the best AI people analytics software in 2026?
Polinode ranks first because it prints four plan prices, a free tier and AWS Ireland hosting, but it centers on network analysis rather than full HR reporting. Worklytics suits collaboration and AI adoption questions, and Crunchr suits European HR teams that want SOC 2 Type II and ISO 27001 stated on the page.
How is people analytics different from an HRIS report?
An HRIS report lists what is in that one system, such as headcount or tenure. People analytics software joins several sources, for example the HRIS, the applicant tracker and survey results, then lets you ask why a number moved. It adds a governed metric model and, increasingly, an AI assistant for plain-language questions.
Can people analytics software run without a data team?
Partly. Polinode and Worklytics are built for a self-serve start, while Visier, Crunchr and One Model describe a modeled data layer that usually needs an implementation period and an owner on the HR side. Even self-serve tools need someone to decide metric definitions. Ask each vendor who builds the first dashboard and how long it took for a customer your size.
Does people analytics software train AI on employee data?
It varies and is hard to verify. ChartHop states it does not share customer data with AI models except at the customer's request. Reejig's policy says customer information may be used to train its AI. Several other pages say nothing on the point, so the vendor's policy was not checked for this. Get the answer in the data processing agreement.
Is people analytics allowed under GDPR?
Yes, with a lawful basis, a stated purpose, data minimization and often a works council agreement. Crunchr describes GDPR-by-design with anonymization and audit trails, and Worklytics says data is aggregated and de-identified by default. These are vendor claims, so involve your data protection officer before connecting any employee data source.
How much does a people analytics platform cost?
As of November 2026, printed prices run from a free Polinode and Worklytics tier to Polinode Professional at $80 a month and Worklytics Business from $2,500 a month. Enterprise platforms such as Visier, Crunchr and One Model show no price. Plan for implementation and connector costs on top of any license.
Which people analytics tools offer a free plan?
Polinode has a free account with five public networks and six basic metrics for one user. Worklytics has a free plan for up to 100 users using calendar data with 30 days of history. Both are useful for a proof of value, but neither covers HRIS-based reporting, so treat them as pilots.
What should I ask a vendor about its AI assistant?
Ask which data the assistant can read, whether it respects the same permissions as the dashboards, and whether answers cite source rows. Ask who the model provider is and whether your data trains anything. Visier says permissions apply when answers are computed, and One Model lets you switch prompt-level intelligence on or off.