See the full cost of every assignment. Defend every number.
Ask & Chart ingests the mobility stack you already run (payroll, tax, relocation vendors, immigration, cost-of-living benchmarks), proposes how the pieces connect, and computes cost projections, scenario comparisons and audit trails on top. Every figure is deterministic and traceable to its source. Humans confirm every join. The AI never produces a number.
High-touch by design: we work through your assignment data with you, alongside Convergo mobility operations and EY-reviewed tax methodology. Pilots run as paid design-partner engagements. Prefer to start on your own? The platform is self-serve, and the mobility pack installs from day one.
Six to nine vendors. No single view of cost. Weeks of Excel per question.
A mid-market mobility program (50 to 500 cross-border assignees) runs across payroll, tax advisors, immigration counsel, a relocation company, cost-of-living data, housing, insurance and an HRIS: six to nine vendors is what mobility and finance leaders consistently describe to us in diligence. Each vendor answers its own question in its own format. Nobody owns the join. When the CFO asks what an assignment, a corridor or the whole program actually costs, the honest answer takes one to three weeks of manual Excel work, and it is stale on arrival.
The industry’s own benchmarks say this is the norm, not the exception. KPMG’s 2025 benchmarking of 456 multinationals found 72% describe their mobility reporting and analytics as largely spreadsheet-driven, versus 16% using analytics engines; the top obstacles are data spread across multiple systems (55%), cost constraints (44%) and lack of data integrity (43%). EY’s 2026 survey adds the trust ledger: only 51% of employers say their mobility data is accurate, just 47% call their platforms reliable, and 62% of mobility team time goes to reactive ad hoc requests.
The stakes are not small numbers. A long-term assignment typically costs two to three times the assignee’s fully loaded salary, and companies routinely discover the true figure only after the assignment ends. ECA prices the full annual package for an expatriate middle manager at roughly USD 267,000 to 379,000 depending on market, and a three-year family assignment can exceed USD 1 million. Meanwhile demonstrating ROI has become the number one challenge for 31% of mobility leaders, and 97% of employers expect cost reductions within twelve months. Pressure to cut cost, and no instrument to see it.
72% of mobility functions are scaling GenAI and agentic AI on data only half of them trust. The missing prerequisite is not another model. It is trustworthy, reconciled data.
Pour in. The system connects. You ask and you see.
Pour in what you already have.
Payroll extracts, vendor invoices, assignment letters, policy documents, Mercer or AIRINC files, HRIS exports. Spreadsheets and messy exports are welcome; that is the normal case, not the exception. Ask & Chart profiles every file and detects when a source changes shape.
The system proposes how it connects. You confirm.
The semantic model infers what columns mean and which records refer to the same assignee, assignment or vendor across systems. Every proposed join comes with evidence and a confidence level, and a human confirms it once. Ambiguous matches are never silently accepted.
payroll.employee_id = rmc.file_ref · Confirmed by a humanAsk in plain language. See a deterministic answer.
Ask what the program costs, what a corridor costs, how actuals track estimates. Ask & Chart shows the structured query before it runs, computes the figure deterministically from confirmed data, and shows the provenance behind every line. The AI proposes and explains; it never produces a number.
Agent proposes · structured query · Accept or adjustWhat ships in the mobility pack
Built for the files you actually have.
Drop in CSVs, spreadsheets and system exports from any of your vendors. Ask & Chart profiles each file, infers types, currencies and roles, and flags quality issues (duplicates, missing amounts, a currency that is really in cents) with a proposed fix for each, for your review. When a vendor changes an export format, schema drift is detected and dependent figures pause rather than silently break.
How intake works ›The join is the hard part. So the join is the product.
Your payroll calls her an employee ID, the relocation vendor a file number, the tax firm a case reference. Ask & Chart’s key magnet finds the matches across systems, ranks the candidates with evidence, and warns where a join would fan out or double-count. You confirm each join once; from then on every figure computed across that join is deterministic. This is the difference between a dashboard and a model you can defend.
Why fragmentation persists, and what fixes it ›Every figure carries its own audit trail.
Every number Ask & Chart shows is computed by a version-stamped engine from confirmed data, never generated by the AI. Expand any figure and you see its provenance: the source rows, the confirmed joins it crossed, the methodology and data versions it used (tax gross-up methodology, cost-of-living tables, compute model, snapshot date). When a works council, an auditor or your CFO asks where a number comes from, the answer is attached to the number.
See the proof and method ›Compare the moves before you commit to one.
Host location, policy tier, assignment type, side by side, each scenario computed from your own ingested stack rather than generic assumptions. Corridor choice alone can move six-figure line items: allowances run near half of total assignment cost, UK immigration fees approach USD 30,000, London school fees near USD 90,000 per year. Incumbent tooling sells cost estimates per report or meters them in annual tiers; Ask & Chart computes them on demand, each with a visible calculation trail.
Projections finance will sign ›Finance-grade, from day one.
The mobility pack ships the surfaces a program actually runs on: a program dashboard with variance to budget, assignment cost build-ups that read like a financial statement (compensation, housing, relocation, education, tax and social, immigration, each line with home and host currency and a source tag), policy configuration with version history, a scenario workspace, and a discrepancy scorecard that reconciles payroll actuals against vendor invoices and estimates. Gross-up calculations follow an EY-reviewed methodology.
The reconciliation problem, explained ›Assignment letters become data. Assignees stay protected.
Assignment letters, vendor invoices and tax equalization statements enter through a six-stage extraction pipeline where every extracted field is verified against the source document by a human before it becomes data. Assignee-identifying fields are tokenized at rest: analytics run on protected tokens, and revealing an identity requires a permission gate and leaves a log entry. Program-level insight without passing personal data around in spreadsheets.
Security and data handling ›Software alone does not close this gap. The bundle does.
Ask & Chart for mobility is not sold as standalone software. It is delivered as a bundle: Convergo runs mobility operations, EY-reviewed methodology governs the tax and gross-up logic, an RMC partner handles the physical moves, and Ask & Chart is the data layer underneath all three, where every feed lands, reconciles and becomes defensible. You buy an outcome (trustworthy numbers, hours returned, compliance cover), not a license and an implementation project.
This is also the honest answer to a fair procurement question: what happens if the vendor stumbles? The enterprise path has real viability risk right now: Sirva was taken over by its lenders in August 2024, Vialto Partners restructured roughly USD 1.5 billion of debt in February 2025, and Topia was recapitalized by a new private equity owner in June 2025. The bundle’s resilience is structural: your operations, tax methodology and data layer are held by three parties who each do one thing, on data that remains yours.
And it is the reason the price works. A 50-500 assignee program cannot absorb an enterprise software license plus a full-service RMC relationship, which is why the segment defaults to spreadsheets. One data layer shared by the ops, tax and analytics work removes the duplicated handling that makes the enterprise stack expensive.
Four ways to run mobility analytics. Three of them were not built for you.
Enterprise suites (Topia, Equus AssignmentPro).
Capable platforms, built and distributed for the top of the market: Deloitte runs a formal alliance reselling Equus-based mobility management, and Mercer’s own cost-estimate reports are produced with AssignmentPro under license from Equus. Neither publishes pricing; buyers who have run the procurement tell us to expect six figures annually before implementation. If you have 2,000 assignees and a mobility technology team, they are the standard. At 50 to 500 assignees, they are a machine you cannot feed.
Full-service RMCs (Cartus, Sirva BGRS).
Service depth, at service prices, under financial strain: Sirva passed to its lenders in 2024 after ratings downgrades on roughly USD 610 million of facilities. Full-service relationships are bespoke and unpublished; buyer-side diligence puts sustained engagements above the level a mid-market program can justify, and the analytics layer is an add-on to the service contract, not a product you own.
Data subscriptions (Mercer, ECA, AIRINC).
Excellent reference data: cost-of-living tables, package benchmarks, per-report cost estimates. They are inputs to a decision, not a reconciled program view; the projection you buy is built from their assumptions, not your payroll. Ask & Chart treats them as suppliers, not competitors: if you license Mercer or AIRINC data, Ask & Chart ingests it and reconciles it against your actuals.
DIY: Excel plus the annual Big 4 review.
The real incumbent, at 72% market share by KPMG’s count. No license fee, and no defensible number either: weeks per CFO question, single-analyst risk, and from the 2027 reporting waves onward, pay structures that need to be explainable with data. The spreadsheet was never the problem. The unreconciled feeds behind it are.
What we will show you, and what we will not claim
Ask & Chart’s method is deliberately narrow. Deterministic figures: every number is computed by a version-stamped engine, and the AI never generates one. Human-confirmed joins: no figure crosses a join a human did not approve. Full provenance: any figure expands to its sources, joins, methodology versions and snapshot date. Honest edges: where a feed is missing or a join is unconfirmed, the figure says so rather than estimating around it. We will not claim AI magic, we will not quote your neighbor’s benchmarks as your costs, and we will not show you a number we cannot trace.
Engagements start with a working session on your real data shapes, then a paid design-partner pilot (six months, named customer success, co-design rights), then the bundled program. If the pilot does not produce numbers your finance team signs, you walk away with your data and the reconciliation findings.
Book a working sessionFrequently asked questions
How much does an international assignment actually cost?
Typically two to three times the assignee’s fully loaded salary. ECA prices full middle-manager packages at roughly USD 267,000 to 379,000 per year depending on market, and a family assignment can exceed USD 1 million over three years.
What is included in a total cost of assignment?
All compensation elements, relocation costs, and estimated worldwide tax and social security liability, broken down by year; that is the scope Mercer’s own TCE reports define. Ask & Chart adds the reconciled actuals and the variance.
Why do cost estimates diverge from actuals?
Estimates are built from static assumptions while actuals accumulate across payroll, vendors, FX and tax gross-ups held in separate systems; 55% of organizations name data spread across multiple systems as their top analytics obstacle.
How many companies still run mobility reporting on spreadsheets?
72%, per KPMG’s 2025 benchmarking of 456 multinationals across 29 jurisdictions; only 16% use analytics engines such as Power BI or Tableau.
What does the EU Pay Transparency Directive change for mobility?
From June 2026, obligations phase in per national transposition: hiring transparency for all employers, worker information rights, gender pay gap reporting for 100+ employee organizations from June 2027, and a mandatory joint pay assessment where unjustified gaps exceed 5%. Assignment allowances, premiums and gross-ups sit inside the directive’s definition of pay.
Do expat allowances count in gender pay gap reporting?
Yes. The directive’s pay concept covers complementary and variable components, including benefits in kind, so allowances and gross-ups are inside the comparison and must be explainable.
What does "deterministic figures, human-confirmed joins" mean in practice?
Every number is computed by a version-stamped engine from confirmed data; the AI proposes structure (types, joins, queries) and explains, but never generates a figure. No figure crosses a record match a human did not approve, and every figure expands to its sources, methodology versions and snapshot date.
Does Ask & Chart replace our RMC, tax firm or data subscriptions?
No. Ask & Chart ingests the stack you already run: payroll, vendor, tax and benchmark feeds, including Mercer or AIRINC data you license. The bundle adds Convergo mobility operations and EY-reviewed tax methodology on the same data layer; your existing relationships stay.
What mobility software exists and what does it cost?
Topia and Equus AssignmentPro serve the enterprise segment; neither publishes pricing, and both distribute through advisors and data providers (the Deloitte alliance, Mercer’s licensing of AssignmentPro). Public per-calculation pricing exists only at the calculator end of the market. Buyer-side diligence puts enterprise deployments at six figures annually.
How is AI actually used in global mobility in 2026?
72% of mobility functions are scaling GenAI or agentic AI and 75% of employers are raising mobility tech spend, but only 51% trust their data’s accuracy, which is why calculation automation (cost projections, payroll reconciliations, the 47% priority in KPMG’s benchmarking) leads adoption. Ask & Chart’s position: the missing prerequisite is trustworthy, reconciled data, so that is the product.
Is the relocation software market actually growing?
USD 1.60 billion in 2025 to USD 6.20 billion by 2033 at an 11.2% CAGR per HTF Market Intelligence, and the analytics and compliance sub-segment grows fastest at a 22.14% CAGR per Mordor. The two figures come from different scopes and should not be averaged.
How does an engagement start?
With a working session on one corridor’s real data: payroll extract, vendor invoices, the estimate. Then a paid design-partner pilot (six months, co-design rights), then the bundled program. Warm-intro and referral led. You can also start self-serve: create a free workspace and install the mobility pack yourself.