Software advice
Best AI Workforce Planning Software in 2026
AI workforce planning software is a platform that models how many people a company needs, with which skills and at what cost, then tests hiring, attrition and reorganization scenarios against budget and demand. AI drafts plans, forecasts capacity and flags gaps. It differs from a scheduling app, which assigns shifts, and from an HRIS, which stores records but does not simulate the future.
Quick answer
Runn ranks first because it prints seat prices and states SOC 2 Type II with US or EU hosting. Assembled fits support teams that plan staffing around AI agents. Pigment suits finance-led planners who want regional hosting choices and a no-training promise.
A head of people operations or a finance partner who needs a headcount plan for next year has to answer three questions at once: how many people, doing what, at what cost. Vendors now add AI that drafts plans or forecasts demand, yet most pages say little about which data the models see, what a scenario run costs or whether a planner can leave with the model. Many sell only by quote, so this ranking weighs what a buyer can verify: printed prices, stated certifications, hosting choices and how clearly each AI feature is described. We read vendor pages in November 2026 and tested no forecast, so any accuracy claim belongs to the vendor.
The 10 best ai workforce planning 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 | Runn | Project-based teams of 20 to several hundred people who plan capacity, utilization and project financials | Trial | $7 per resource seat per month for Lite |
| 2 | Assembled | Customer support and contact-center teams that staff human agents and AI agents from one forecast | No | $25 per agent per month for WFM Core, plus a platform fee |
| 3 | Pigment | Finance-led teams that link hiring plans to cost, margin and operations in one planning model | Trial | Quoted |
| 4 | Crunchr | European HR analytics teams that model restructuring cost and headcount with a Dutch vendor | No | Quoted |
| 5 | ChartHop | Growing companies that want org chart, HRIS data and headcount plans in one connected model | No | Quoted |
| 6 | Draup | Transformation leaders who need to model how AI changes tasks, roles, headcount and reskilling | No | Quoted |
| 7 | Ingentis | Large enterprises that run SAP, Workday or Oracle and want visual org design with scenario comparison | No | Quoted |
| 8 | Ravetree | Small agencies that want resource planning, project billing and retainer tracking in one suite | No | $29 per user per month, billed yearly |
| 9 | Visier | Enterprises that tie workforce scenarios to people analytics and want signals sent to other AI agents | No | Quoted |
| 10 | Workday | Workday HCM customers whose HR and finance teams plan headcount, skills and org design together | No | Quoted |
- 1
Runn ranks first because a buyer can verify the most: seat prices are printed, the Standard trial needs no credit card, and the security page states SOC 2 Type II and hosting on Salesforce Heroku in the US or EU. SmartMatch AI is listed in beta without detail. It plans project staff, not long-range org strategy.
Strong on
- Lite at $7 and Standard at $11 per seat are printed with sample totals for 50 resources
- Security page states SOC 2 Type II and US or EU hosting
- API access and out-of-the-box integrations come with Standard
Weak on
- SmartMatch AI is beta and the pricing page does not say which tiers include it
- Built around projects and billable time, with no org design or attrition modeling
Skip it if: HR teams that need reorganization scenarios, salary modeling or multi-year headcount budgets tied to an HRIS. Standard is $11 with a 30-day no-card trial. Advanced is quoted. Minimum 20 resource seats applies.
- 2
Assembled ranks second because its workforce management tiers are priced per agent, the security page names SOC 2 Type II with the auditor, and an Open API comes with every plan. Forecasts count AI capacity next to human capacity. It is a staffing and scheduling product for support, not a general company headcount planner. Check the platform fee.
Strong on
- Core, Pro and Enterprise prices are printed, with ML forecasting starting in Pro
- SOC 2 Type II audit by The Cadence Group is named on the security page
- Forecast view combines AI capacity and human capacity for staffing plans
Weak on
- Aimed at support operations, so it does not model company-wide org design
- Platform fee is mentioned in the FAQ without a figure
Skip it if: Companies whose plan covers engineers, sales or finance headcount rather than contact-center agents and their shifts. Pro is $45 and Enterprise $75 per agent monthly. AI Agents start at $0.65 per conversation.
- 3
Pigment ranks third because its security page is specific: SOC 2 Type 2 and ISO 27001, a choice of Frankfurt or Oregon data regions, a sovereign cloud option, and a promise that customer data never trains foundation models. AI agents are described clearly. The price is hidden, and workforce planning is one use case among many.
Strong on
- Customers choose europe-west3 in Frankfurt or us-west1 in Oregon
- States customer data is never used to train foundation models
- Connects to SAP, NetSuite, Salesforce, HiBob and data warehouses, with an MCP server
Weak on
- No pricing is public and the Planner Agent is marked coming soon
- General planning engine, so HR-specific features such as org charts are less prominent
Skip it if: HR teams without a finance partner or a modeler, since the tool expects someone to build and own the planning model. No price is shown. A free trial and a demo are mentioned, and workforce planning is one use case.
- 4
Crunchr ranks fourth because it states SOC 2 Type II and ISO 27001, calls itself European-headquartered with GDPR by design and lists an Amsterdam address. It models severance, transfers and critical roles in a restructure and adds AI summaries. Hosting location, AI training rules and prices are not stated. Ask for a written hosting statement.
Strong on
- States SOC 2 Type II, ISO 27001, role-based access, anonymization and audit trails
- Models cost and headcount effects of restructuring, including severance and transfers
- AI summaries on dashboards and an AI readiness map across functions
Weak on
- Hosting location and AI training policy are not stated on the pages read
- Integrations are not named, only direct Slack access
Skip it if: Buyers who want a hands-on trial or published pricing, or who need project-level capacity planning. No price is shown. A product tour and contact options are offered instead of a price list.
- 5
ChartHop ranks fifth because it states a SOC 2 Type 2 examination by Schellman and a rule that organizational data is never shared outside the company for AI training. AI-drafted headcount plans appear in product updates. Pricing is a form, and hosting regions are not named, which keeps it below vendors that publish them. Ask for hosting detail.
Strong on
- Connects with more than 100 systems according to the pricing page
- Security page describes Access Guard to keep AI inside a person's data permissions
- Headcount Planning, Performance and Compensation Reviews are modules on one data model
Weak on
- AI Pro is listed without feature detail on the pricing page
- Pricing requires a proposal and the security page names no hosting region
Skip it if: Teams that want published prices, a self-serve trial or a pure capacity planner for project staff. Quote only: a form on team size and systems leads to a proposal. Headcount Planning and AI Pro are modules.
- 6
Draup ranks sixth because it lists SOC 2, ISO 27001, ISO 42001, GDPR and CCPA, offers REST APIs, MCP access and HRIS connectors, and describes how Etter scores tasks for AI exposure. The price and hosting location are not stated, and the product leans toward AI impact analysis rather than day-to-day headcount budgeting. Ask for hosting detail.
Strong on
- Etter scores each task for automation or augmentation, with reasoning for each score
- Native connectors for Workday, SAP SuccessFactors and Oracle HCM write roles back
- Lists SOC 2, ISO 27001 and ISO 42001 among its standards
Weak on
- Hosting location and AI training policy are not stated on the page
- Scenario modeling focuses on AI impact, not salary budgets or hiring approvals
Skip it if: Finance teams that need a headcount budget, or managers who want a capacity view of current projects. No price is listed. A free AI Workforce Diagnostic and a demo are offered as entry points.
- 7
Ingentis ranks seventh because org.manager lets users compare current and future structures side by side, connects to SAP, Workday, Oracle and ADP, and offers on-premise or cloud hosting, which helps German and European buyers. Its pages name no certifications, no price and little AI beyond a data foundation claim. Ask for a certificate list. Verify scope with sales.
Strong on
- Scenario modeling compares structures with drag-and-drop restructuring and span-of-control analysis
- Offers on-premise or cloud hosting, which suits strict data residency rules
- Finalized structures can be sent back to HR systems automatically or exported
Weak on
- AI is described only as an AI-ready data foundation
- No certification or price appears on the pages read
Skip it if: Small teams that want a self-serve tool at a printed price, or buyers who need stated security certifications. No price is listed. A free demo is requested through a form, and org.manager is sold in modules.
- 8
Ravetree ranks eighth because the three billing options are printed and monthly billing carries no long-term commitment, and onboarding is free. It shows team capacity and utilization in an executive view. The pages read mention no AI feature and no security certification, so the AI label fits it least. Ask for a security statement. Confirm AI plans.
Strong on
- Yearly, quarterly and monthly prices are printed, with unlimited projects
- Capacity view shows availability for individuals, teams and the whole organization
- Links to a public Open API for custom integrations
Weak on
- No AI feature is mentioned on the pages read
- Security details are not on the pricing or home pages
Skip it if: Buyers who need AI forecasting, scenario simulation or HRIS-linked headcount budgets. Quarterly is $34 and monthly $39 per user. Free onboarding, training and support are included in every plan.
- 9
Visier ranks ninth because Workforce Plans compare structure, cost, skills and location tradeoffs against live data, and an MCP connection passes guidance to other AI agents. The trust page lists no SOC 2 or ISO certificate, only standards its program is based on, and names no hosting region or price, so a buyer verifies little.
Strong on
- Scenarios update as underlying workforce data changes and can become Workforce Programs
- MCP connection sends signals to AI agents and systems already in use
- Planning inputs combine HR, finance and operations data
Weak on
- Trust page lists no certifications or hosting region
- AI FAQs and AI addendum sit behind separate pages not readable here
Skip it if: Buyers who want published pricing or a stated certification before starting a conversation. Price depends on employee count and modules, and the page sends buyers to sales for an estimate.
- 10
Workday ranks tenth because Adaptive's workforce planning connects natively to Workday HCM, publishes approved plans into it, and models build, buy or borrow options over three, five and ten years. Its security page describes AES-256 and customer-held keys but lists no certifications. Pricing and AI data terms are not on the pages read. Ask for the AI addendum.
Strong on
- Publishes approved workforce plans into Workday HCM so org design changes carry over
- Models build, buy or borrow options and forecasts over 3, 5 or 10 years
- Customers can bring their own encryption keys per the security page
Weak on
- Value depends on already running Workday HCM in the company
- Certifications, hosting regions and AI data terms were not stated on the pages read
Skip it if: Companies without Workday HCM, or small teams that need a planning tool they can buy without a sales cycle. No price is listed for Adaptive Planning's workforce planning. The page directs buyers to sales or a demo.
How these ai workforce planning software were judged
How reliable are AI forecasts in workforce planning software?
Forecast quality depends on the history you feed in, and no vendor page gives an independent accuracy figure. Assembled describes machine-learning forecasts per work type and lets you import your own models. Pigment lists a Modeler Agent and an Analyst Agent that flags anomalies, with a Planner Agent marked coming soon. ChartHop mentions AI-drafted headcount plans, and Runn lists SmartMatch AI in beta without explaining it. Draup scores tasks for how far AI can automate them, with reasoning for each score. Run a back-test on last year's actual headcount and demand before you believe any forecast.
What does workforce planning software cost?
Pricing splits into seat-based and quote-only tools. As of November 2026, Runn lists Lite at $7 and Standard at $11 per resource seat monthly, with a 20-seat minimum. Ravetree lists $29 per user monthly on yearly billing, $34 quarterly and $39 monthly. Assembled lists workforce management at $25, $45 and $75 per agent monthly across Core, Pro and Enterprise, plus a platform fee. Pigment, ChartHop, Crunchr, Visier, Ingentis, Draup and Workday print no figure, and Visier says price follows employee count and modules.
Where does workforce planning data live, and does the AI train on it?
Headcount, salary and attrition data is among the most sensitive a company holds. Pigment says customer data is never used to train foundation models and offers Frankfurt or Oregon regions, plus a sovereign option. ChartHop says organizational data is never shared outside the company for AI training. Runn hosts on Salesforce Heroku in the US or EU and lists SOC 2 Type II. Crunchr states SOC 2 Type II, ISO 27001 and an Amsterdam base. Ingentis offers on-premise deployment. For Draup, Visier, Workday and Ravetree, the AI training policy was not stated on the pages we read.
How hard is it to switch workforce planning software?
The plan itself is the asset, and it lives in the vendor's model. Spreadsheet-like tools such as Runn and Ravetree export projects and allocations, and Runn lets you cancel anytime on its published plans, with no refund for partly used subscriptions. Platforms with deep ties to an HR system, such as Workday Adaptive and ChartHop, publish approved plans back into the org chart, which makes them hard to remove later. Pigment's formulas and boards, and Ingentis scenarios, must be rebuilt elsewhere. Before signing, ask for a full export of scenarios, assumptions and history, and for the cancellation notice period.
Which workforce planning tool fits your team and region?
Start from the planner. A delivery team with 30 billable staff fits Runn or Ravetree. A contact-center operations lead who must staff human and AI agents fits Assembled. An HR analytics group at a European enterprise with a works council should look at Crunchr from the Netherlands, Ingentis from Germany or Pigment from France, where data region choices are stated. A US company already on Workday HCM can compare Workday Adaptive Planning, and a skills-driven transformation program can test Draup. Treat vendor fit statements as claims and check them in a pilot.
How to choose an AI workforce planning platform in three steps
- Define the planning question before you shortlist. Write the decision in one sentence: who do we hire next quarter, what does a reorganization cost, or how many agents do we need next Tuesday. Capacity tools answer the first, org modeling suites answer the second, and workforce management answers the third. Pigment and Workday Adaptive cover finance and HR together, while Runn covers utilization of project staff. A tool built for one of these questions rarely handles the others well, so a clear sentence removes most of the shortlist.
- Test a scenario on your own numbers. Ask each vendor to load a sample of your headcount, salary bands and attrition, then run one reorganization and one hiring freeze. Check how long loading takes, whether finance can follow the formulas and whether the AI draft differs from what a spreadsheet gives. Runn offers a 30-day trial on Standard without a credit card, and Pigment mentions a free trial, so start there. Skip any tool whose demo only uses vendor data. Note who builds the model: if only the vendor can change a formula, ongoing cost rises.
- Get hosting, AI and exit terms in writing. Salary data usually falls under works council or GDPR rules, so ask for the hosting region, the AI providers used, whether customer data trains models and how scenarios are exported on exit. Pigment, Runn and ChartHop answer parts of this publicly, while others point to security pages or trust centers behind a form. Include the answer in the order form, and ask about the cancellation notice period, since annual lock-ins differ widely by vendor. Ask who at the vendor can see your plan data and under what support conditions.
Frequently asked questions
What is the best AI workforce planning software in 2026?
Runn ranks first because it prints $7 and $11 seat prices, offers a 30-day Standard trial, and states SOC 2 Type II with US or EU hosting. Assembled suits support operations, and Pigment suits finance-led headcount planning with stated hosting regions and a no-training promise.
How is workforce planning software different from workforce management?
Workforce planning looks months or years ahead at headcount, skills and cost. Workforce management handles shifts, time tracking and adherence this week. Assembled covers both for support teams, with forecasting and scheduling tiers, while ChartHop, Pigment and Workday Adaptive focus on the longer plan. Choose by the question you need answered.
Which workforce planning tools publish their prices?
Runn, Ravetree and Assembled print numbers. Runn lists $7 and $11 per resource seat monthly, Ravetree $29 to $39 per user monthly, and Assembled $25, $45 and $75 per agent for workforce management. Pigment, ChartHop, Crunchr, Visier, Ingentis, Draup and Workday sell by quote. Prices are as of November 2026.
Can AI draft a headcount plan?
Some vendors say so. ChartHop's product updates mention AI-drafted headcount plans, and Pigment lists a Modeler Agent that builds governed models from plain-language requests. Neither page gives an accuracy figure, so treat the draft as a starting point for finance review and compare it with your own spreadsheet.
Which workforce planning vendors are European?
Crunchr is based in Amsterdam, Ingentis in Nuremberg, and Pigment is a French company with Frankfurt as an available region. Runn is registered in New Zealand and offers EU hosting. Visier is Canadian, and ChartHop, Assembled, Ravetree and Draup are American. Ingentis also offers on-premise hosting.
Does workforce planning software train AI on salary data?
Pigment states customer data is never used to train foundation models, and ChartHop says organizational data is not shared outside ChartHop for AI training. Runn, Assembled, Draup, Visier and Ravetree did not state a training rule on the pages we read, so ask in writing before loading pay data.
Is there a free trial for workforce planning software?
Runn offers a 30-day trial of Standard without a credit card, and Pigment mentions a free trial and demo. Draup offers a free AI Workforce Diagnostic. The others point to demos or quotes, and Ravetree lists monthly billing with no long commitment. Check trial limits on seats.
What should I check before I cancel a workforce planning tool?
Export projects, allocations, scenarios and assumptions, and note when the plan renews. Runn says you can cancel anytime but does not refund partly used subscriptions, and Ravetree shows monthly billing with no long-term commitment. Ask how long the vendor keeps data after cancellation and whether it deletes backups.