# Lanshore — Full Reference

> Lanshore is a sales performance management (SPM) consultancy delivering AI Assisted SPM: AI agents, executive dashboards, and custom apps for incentive compensation operations. 15+ years of SPM delivery converged with agentic AI. Office in Katy, Texas (US), with US and Latin America delivery.

Contact: sales@lanshore.com · 408-899-0140 · 1795 N Fry Rd Suite 289, Katy, TX 77449, USA

## AI Assisted SPM (flagship, three pillars)

### Executive Dashboards (https://lanshore.com/agentic-spm/executive-dashboards)

Executive Dashboards are the visibility pillar of AI Assisted SPM by Lanshore: AI-assisted dashboards that answer leadership questions directly from your comp, CRM, and planning data.

We unify your comp data and put an AI layer on top of it, so a CRO can ask “which territories are pacing under 70% of quota?” and get a current, sourced answer in seconds.

Q: What is an AI-assisted executive dashboard?
A: It's a dashboard where an AI layer sits between leadership and the underlying comp data, so questions can be asked in plain language and answered from live, unified data instead of pre-built reports.

Q: Which data sources can it connect to?
A: Your SPM platform (Varicent, Xactly, CaptivateIQ, SAP SuccessFactors Incentive Management, Anaplan, Salesforce Spiff, Performio, Akeron, or Incentivate), your CRM (HubSpot, Salesforce, Zoho), and structured spreadsheets or data warehouse tables.

Q: How long until we see the first dashboard?
A: Most engagements deliver a working executive dashboard against real data in four to six weeks.

Q: Is our comp data used to train AI models?
A: No. Your data stays in your environment; the AI layer queries it, it doesn't train on it.

### SPM Operations (https://lanshore.com/agentic-spm/operations)

SPM Operations is the execution pillar of AI Assisted SPM by Lanshore: AI agents that run recurring comp administration — calculations, validations, and exceptions — inside the platform you already own.

We build agents that execute the recurring cycle — data loads, calculation runs, validations, exception queues — with a full audit trail and a human approving what matters.

Q: Which SPM platforms does Lanshore's operations team support?
A: Varicent, Xactly, CaptivateIQ, SAP SuccessFactors Incentive Management, Anaplan, Salesforce Spiff, Performio, Akeron, and Incentivate — for both implementation and agent-run ongoing operations.

Q: Do agents replace our comp admin team?
A: No. Agents take the repetitive execution; your team keeps plan design, approvals, and exceptions that need judgment.

Q: How is this different from RPA?
A: RPA replays fixed clicks and breaks when screens change. Agents work toward an outcome, handle variation, and escalate when they're unsure — and we've built both, so we use each where it fits.

Q: What does the audit trail look like?
A: Every agent action is logged with timestamp, input, output, and approver where applicable, exportable for SOX or internal audit review.

### Custom Apps (https://lanshore.com/agentic-spm/custom-apps)

Custom Apps is the build pillar of AI Assisted SPM by Lanshore: purpose-built agentic applications that cover what your SPM platform can't do out of the box.

We design and ship agentic applications around your specific motion — dispute bots, approval workflows, integrations, calculators — that plug into your platform instead of fighting it.

Q: What kinds of custom apps does Lanshore build?
A: Dispute and inquiry bots, approval workflows, cross-system integrations, and calculators for plan mechanics your platform can't model — all built to work alongside your existing SPM platform.

Q: Who owns the app after delivery?
A: You do. We deliver documented code and configuration, train your team, and offer managed support if you want it.

Q: What's a typical timeline?
A: Scoped per build; most custom apps ship in eight to twelve weeks from kickoff.

Q: What technology are these built on?
A: Depending on fit: Microsoft Power Automate, UiPath, and custom agentic frameworks using commercial AI models under your accounts.

## Frequently asked questions (site-wide)

Q: What is AI Assisted SPM?
A: AI Assisted SPM is Lanshore's approach to sales performance management that uses AI agents — software that completes multi-step work, not just chat. Agents run comp operations, answer executive questions from live data, and power custom apps that fill platform gaps. It runs alongside the SPM platforms you already own.

Q: Why does agentic-build experience matter for SPM?
A: Comp is money with edge cases. Agents that only chat can sound confident and still get payouts wrong. Agentic-build experience means agents that respect plan logic, handle exceptions, leave an audit trail, and know when a human must approve before anything hits payroll.

Q: Why does SPM implementation depth matter for AI agents?
A: Agents amplify whatever they are pointed at. Without clean hierarchies, correct plan logic, and cycle reality, they produce wrong answers faster. SPM implementation depth is how the data, rules, and process stay trustworthy enough for agents to act on.

Q: What makes Lanshore different?
A: Dual expertise in one practice: we implement and operate SPM platforms, and we build agentic systems on top of them. You are not coordinating an SPM shop and a separate AI vendor who blame each other when something breaks. One team owns platform and agents.

Q: Which SPM platforms does Lanshore support?
A: Lanshore implements and operates Varicent, Xactly, CaptivateIQ, SAP SuccessFactors Incentive Management, Anaplan, Salesforce Spiff, Performio, Akeron, and Incentivate. AI Assisted SPM works on top of any of these platforms; you don't need to switch systems.

Q: How is AI Assisted SPM different from my platform's built-in AI features?
A: Platform AI follows a vendor roadmap inside one product. AI Assisted SPM is built around your end-to-end process — platform, CRM, spreadsheets, and the people who run the cycle — so agents solve your workflow, not only the features a single vendor ships next.

Q: Do we need to replace our comp platform to use AI Assisted SPM?
A: No. AI Assisted SPM layers on top of your existing platform. Most engagements start with an assessment of your current stack and identify where agents remove manual work first.

Q: What is MCP, and why should buyers care?
A: MCP (Model Context Protocol) is a standard way for AI agents to connect securely to systems and data. In practice, it means agents can act under your policies with a clearer audit trail — without brittle one-off integrations for every tool.

Q: Has Lanshore been named in industry analyst research on SPM implementation partners?
A: Lanshore was named as a sample third-party SPM implementation provider in the Gartner® research note “Include Implementation Partners to Successfully Deploy Sales Performance Management Solutions” (Melissa Hilbert, Patrick Sullivan, 18 March 2019, G00380338). The research note addressed how organizations should evaluate SPM implementation partners across deployments, vendor RFP and evaluation services, and system integration.

Q: What automation tools does Lanshore work with?
A: Whatever your team prefers: UiPath and Microsoft Power Automate for RPA, n8n for workflow orchestration, Claude Code and VS Code for agentic development, and direct API or MCP integrations when a platform-native approach fits better.

## SPM Platforms

### Varicent (https://lanshore.com/spm/varicent)

Varicent is an enterprise sales performance management platform covering incentive compensation, territory and quota planning, and revenue intelligence; Lanshore implements, operates, and extends Varicent for enterprise comp teams.

Varicent is one of the most complete enterprise SPM suites on the market, spanning incentive compensation management, territory and quota planning, and sales planning. Originally IBM Cognos ICM, it has evolved into an AI-native platform with purpose-built assistants across plan design, analysis, and research.

### Xactly (https://lanshore.com/spm/xactly)

Xactly is a cloud incentive compensation and sales performance management platform built around its flagship Incent product; Lanshore implements Xactly, runs comp operations on it, and augments it with AI agents.

Xactly pioneered cloud ICM and remains one of the most widely deployed platforms for incentive compensation, forecasting, and sales planning. Its Intelligence Studio and agent roadmap bring AI directly into the comp workflow.

### CaptivateIQ (https://lanshore.com/spm/captivateiq)

CaptivateIQ is a modern incentive compensation management platform known for its spreadsheet-like modeling flexibility; Lanshore implements CaptivateIQ, operates comp on it, and connects it to your AI stack.

CaptivateIQ combines the flexibility comp teams love in spreadsheets with the control and scale of an enterprise platform. It has moved aggressively into agentic AI, shipping CaptivateIQ Agents and an MCP server that make comp data programmatically available to AI assistants.

### SAP SuccessFactors Incentive Management (https://lanshore.com/spm/sap-incentive-management)

SAP SuccessFactors Incentive Management — formerly SAP Commissions and CallidusCloud — is SAP's enterprise incentive compensation platform; Lanshore implements it, operates it, and plans migrations for teams on legacy SAP comp stacks.

SAP's incentive management platform is the enterprise incumbent, deeply embedded in SAP-centric IT estates and capable of extreme calculation scale. With legacy-stack support winding down beyond 2026, many SAP comp customers face a modernization decision: upgrade within the SAP SuccessFactors line or migrate to another platform.

### Anaplan (https://lanshore.com/spm/anaplan)

Anaplan is a connected-planning platform whose SPM applications cover territory planning, quota setting, capacity modeling, and incentive compensation; Lanshore implements and operates Anaplan SPM alongside dedicated ICM platforms.

Anaplan approaches SPM from the planning side: territories, quotas, capacity, and comp modeled in one connected environment with finance and supply-chain planning. For organizations that treat sales planning as part of enterprise planning, Anaplan is often the natural SPM home.

### Salesforce Spiff (https://lanshore.com/spm/salesforce-spiff)

Salesforce Spiff is the incentive compensation management product inside Sales Cloud, based on Salesforce's February 2024 acquisition of Spiff; Lanshore implements Spiff and extends it with agentic workflows across the Salesforce estate.

Spiff brings commission calculation, statements, and rep-facing transparency directly into Salesforce, making it the default consideration for Sales Cloud-first organizations. Its roadmap ties into Agentforce, Salesforce's agent platform.

### Performio (https://lanshore.com/spm/performio)

Performio is an incentive compensation management platform focused on fast, dependable comp operations for mid-market and enterprise teams; Lanshore implements Performio and builds agentic workflows against its MCP server.

Performio pairs a strong calculation engine with pragmatic, ops-friendly workflows, and has been early to agentic AI — shipping the first MCP server in the ICM category and AI implementation agents that speed up deployment.

### Akeron (https://lanshore.com/spm/akeron)

Akeron is the company behind Vulki, an enterprise sales performance management platform covering incentive compensation for sales and non-sales roles, territory and quota planning, and the Akyba AI agent center; Lanshore implements Vulki as an Akeron partner.

Vulki by Akeron combines no-code incentive compensation — commissions, bonuses, and MBOs for any employee population, not just sales — with territory and quota planning, and embeds Akyba, a governed agent center whose specialized AI agents act on certified comp data inside the platform.

### Incentivate (https://lanshore.com/spm/incentivate)

Incentivate is a sales commission and incentive compensation platform built around no-code plan configuration and its Agent Dhara AI assistant; Lanshore implements Incentivate, runs comp operations on it, and extends it with agents.

Incentivate pairs a no-code, drag-and-drop plan builder with a calculation engine aimed at complex commission logic — lookup tables, matrices, multipliers, and qualifiers — and offers deployment flexibility that ICM SaaS rarely does, including private cloud and on-premise. It is also early to agentic AI, with Agent Dhara answering plan and payout questions in plain English.

## Industries

### Healthcare (https://lanshore.com/industries/healthcare)

AI Assisted SPM by Lanshore helps healthcare sales organizations run incentive compensation that survives the industry's structural complexity.

Healthcare comp rarely follows a straight line from sale to credit. Multi-tier distributor and GPO structures mean the rep who influenced the deal isn't the one on the invoice, and crediting has to trace through contract hierarchies to find them. On top of that, compliance constraints shape what an incentive plan is even allowed to reward — and every exception needs a defensible audit trail.

### Telecom (https://lanshore.com/industries/telecom)

AI Assisted SPM by Lanshore helps telecom sales organizations run compensation at a volume most industries never see.

Telecom comp is a scale problem. High rep counts across retail, direct, and dealer channels mean thousands of statements per cycle, with channel and direct comp plans coexisting on the same products. Then churn arrives: chargebacks and clawbacks at volume, applied against payouts that already went out the door. Manual processes break under this load — one bad cycle creates a dispute backlog that takes months to clear.

### Technology & Digital (https://lanshore.com/industries/technology-digital)

AI Assisted SPM by Lanshore helps technology and digital sales organizations keep comp accurate while the business changes underneath it.

Technology comp changes faster than most platforms can be reconfigured. Consumption and usage-based comp means credits accrue continuously rather than at contract signature, so calculations depend on billing data that finance closes on its own schedule. Mid-year plan changes are routine, not exceptional. And fast territory churn means crediting rules that were right in January are wrong by March.

### Retail (https://lanshore.com/industries/retail)

AI Assisted SPM by Lanshore helps retail organizations run store-level incentives at a scale where small errors become big payroll problems.

Retail incentives multiply across locations. Store-level incentives at scale mean thousands of associates on plans that change with the season — SPIF-heavy calendars around holidays, clearance pushes, and new-product launches. Franchise versus corporate plan splits add a second dimension: the same role can be paid on different logic depending on who owns the store, and both sides need statements they trust.

### Oil & Gas (https://lanshore.com/industries/oil-gas)

AI Assisted SPM by Lanshore helps oil and gas organizations pay incentives on deals that take years, not quarters.

Oil and gas comp runs on a different clock. Long-cycle deals mean a rep's work in one fiscal year pays out across several, so plans need milestone-based payouts tied to project stages rather than a booking date. Joint-venture crediting splits a single deal across partner entities with different ownership percentages — and the split logic lives in contracts, not in the comp platform.

### Financial Services (https://lanshore.com/industries/financial-services)

AI Assisted SPM by Lanshore helps financial services organizations run incentive compensation that stands up to a regulator.

In financial services, incentive comp is a regulated activity. Regulatory oversight of incentive design means plans are reviewed for the behavior they reward, not just the cost. Audit requirements demand that every calculation, adjustment, and exception be reconstructable months later. And complex crediting hierarchies — branch, banker, referral partner, product specialist — mean one account can generate credit for five people under five different rules.

## SPM Glossary

**AI Assisted SPM** — AI Assisted SPM is a term coined by Lanshore for sales performance management operated by AI agents: software that completes multi-step comp tasks — calculations, validations, exception handling, and reporting — autonomously, on top of the SPM platform a company already runs. It covers three areas: executive dashboards, comp operations, and custom applications.

**Accelerator** — A comp plan mechanic that increases the commission rate once a rep passes a threshold, usually 100% of quota. Accelerators reward overperformance; a plan might pay 10% up to quota and 15% beyond it.

**Accrual** — The commission expense a company records for work performed but not yet paid out. Finance teams book comp accruals each period so the cost of incentives lands in the right quarter, even when the actual payout happens later.

**Agentic AI** — AI systems that pursue a goal through multiple steps — planning, using tools, checking results, and adjusting — rather than answering a single prompt. In comp operations, agentic AI can run a data load, validate the output, and escalate exceptions without a human driving each step.

**AI agent** — A single instance of agentic AI assigned to a job: for example, an agent that runs the monthly calculation cycle or answers reps' statement questions. Agents act autonomously within defined limits and log every action for review.

**Audit trail** — The complete, timestamped record of every action taken in a comp process — who or what did it, with what inputs and outputs, and who approved it. Required for SOX and internal audit review of incentive compensation.

**Chargeback** — The reversal of a commission when the underlying sale unwinds — a canceled order, a returned product, or a churned customer. Chargebacks are netted against future payouts and are a major source of statement disputes.

**Clawback** — A provision that lets a company recover commission already paid, typically when a deal cancels or a customer churns inside a defined window. Clawbacks differ from chargebacks in that the money has already left the building.

**Comp cycle** — The recurring end-to-end process of paying variable compensation: loading data, running calculations, validating results, resolving exceptions, and releasing statements and payments. Most companies run it monthly; the cycle's length and error rate are the standard measures of comp operations health.

**Commission statement** — The document a rep receives each cycle showing their credited deals, rates, adjustments, and payout. Statements reps can't reconcile against their own deal list are the leading cause of comp disputes.

**Crediting** — The rules that decide which people get credit for a sale — direct rep, overlay specialist, manager, channel partner — and how much. Crediting logic is usually the most complex part of an SPM implementation, especially with multi-tier or team-selling motions.

**Dispute (comp dispute)** — A rep's formal challenge to a commission statement — a missing deal, a wrong rate, an unexpected chargeback. Dispute volume is a direct signal of comp process quality, and resolving disputes fast is one of the highest-leverage uses of agents in comp operations.

**Draw** — A guaranteed payment against future commissions, common for new hires who haven't built pipeline yet. A recoverable draw is repaid from later earnings; a non-recoverable draw is not. Draw schedules are a frequent gap in platform capability.

**Exception handling** — The process of catching and resolving records that don't fit the rules — an unmapped territory, a deal with no owner, a negative payout. In agent-run operations, exceptions route to a review queue with suggested fixes instead of failing silently in logs.

**Incentive compensation management (ICM)** — The administration of variable pay: plan setup, crediting, calculation, and payout. ICM is the operational core of sales performance management; the terms are often used interchangeably, though SPM also covers territories, quotas, and planning.

**On-target earnings (OTE)** — A rep's expected total pay at 100% quota attainment — base salary plus variable compensation at plan. OTE is the headline number in sales offer letters and the anchor for comp plan design.

**Payout curve** — The relationship between attainment and payout in a comp plan — where it starts paying, how fast it rises, and where accelerators or caps kick in. The shape of the curve is what actually drives selling behavior.

**Plan document** — The formal document defining a rep's comp plan: measures, rates, quotas, crediting rules, and terms like clawback windows. It's the legal source of truth — when the platform and the plan document disagree, the document wins, which is why implementations start there.

**Quota** — The sales target assigned to a rep, team, or territory for a period. Quotas convert company revenue goals into individual accountability, and quota-setting quality drives both attainment fairness and comp cost predictability.

**Quota attainment** — A rep's actual results as a percentage of quota. Attainment is the core SPM metric: it feeds payout calculations, forecasting, plan health checks, and territory decisions. Attainment distributions that cluster oddly usually signal a quota or crediting problem.

**RPA (robotic process automation)** — Software that replays fixed sequences of clicks and keystrokes to automate repetitive tasks. RPA is effective for stable, rule-based processes but breaks when screens or data change — the gap that agentic AI closes by working toward outcomes instead of replaying steps.

**Sales performance management (SPM)** — The discipline and software category covering how companies plan, manage, and pay their sales organization: territory design, quota setting, incentive compensation, and performance analytics. Major SPM platforms include Varicent, Xactly, CaptivateIQ, SAP SuccessFactors Incentive Management, Anaplan, Salesforce Spiff, Performio, Akeron, and Incentivate.

**SPIF** — A short-term sales incentive — Sales Performance Incentive Fund — layered on top of the regular comp plan to push a specific product, segment, or time window. SPIFs are effective but operationally messy: they're launched fast, tracked separately, and reconciled late.

**Territory management** — Defining and maintaining the account, geographic, or segment boundaries each rep sells into. Territory rules feed crediting directly, so territory churn — reps moving, accounts reassigning — is a leading cause of comp errors.

**True-up** — A correcting payment that reconciles what a rep was paid against what they should have been paid, once final data arrives. True-ups are normal in consumption-based and long-cycle comp, but frequent large true-ups signal a data or process problem.

**Variable compensation** — The portion of pay tied to performance — commissions, bonuses, SPIFs — as opposed to base salary. For sales roles it commonly represents 40–50% of on-target earnings, which is why comp accuracy has a direct effect on rep trust and retention.

## Analyst recognition

Lanshore was named as a sample third-party SPM implementation provider in the Gartner® research note “Include Implementation Partners to Successfully Deploy Sales Performance Management Solutions” (Melissa Hilbert, Patrick Sullivan, 18 March 2019, G00380338).

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