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Income Lab vs. MoneyGuidePro: Which Is Right for Your Practice?

By Justin Fitzpatrick, PhD, CFP, CLU, RICP | March 2026 | 12 min read

Advisor Summary: MoneyGuidePro (now Envestnet MoneyGuide) is a comprehensive financial planning platform built around Monte Carlo probability. Income Lab is a specialist retirement income tool built around guardrails-based spending. MoneyGuide tells clients they have an 87% chance of success. Income Lab tells clients they can spend $8,400/month, with specific rules for when and how that number changes. If your practice centers on retirement distribution, Income Lab provides deeper methodology and better client conversations. If you need one platform for all life stages, MoneyGuide covers more ground. Many advisors use both.

MoneyGuidePro (now Envestnet MoneyGuide) is one of the most established financial planning platforms in the industry. According to the T3/Inside Information 2026 Advisor Software Survey, MoneyGuidePro’s market share has declined from 33% to 24.23%, while Income Lab holds 4.15% market share in the retirement distribution category and is the #1-rated tool in that category. They overlap in retirement planning, but they approach the problem from opposite directions.

MoneyGuide asks: “Will this client’s money last?” and gives you a probability.

Income Lab asks: “How much can this client spend, and what should they do when things change?” and gives you a dollar amount with guardrails. It is purpose-built for retirement cash flow planning.

That difference sounds semantic. In practice, it changes how your clients experience retirement. The 2025 Kitces AdvisorTech Report rates Income Lab at 8.7/10 for advisor satisfaction. Only 18.49% of advisors currently use any retirement distribution planning tool, according to the T3 2026 survey, which means most practices still rely on general-purpose planning software for this specialized problem.

The Fundamental Methodology Difference

This is the most important section in this article. Everything else flows from how each tool thinks about retirement risk.

MoneyGuidePro: Probability-Based Planning

MoneyGuide’s retirement analysis centers on Monte Carlo simulation. According to the 2024 Kitces Research on Retirement Planning Practices, Monte Carlo simulation remains the dominant methodology across comprehensive planning platforms, used by the majority of advisors for retirement projections. You input the client’s assets, income sources, spending goals, and assumptions. The engine runs thousands of random market scenarios and tells you the probability that the plan succeeds (doesn’t run out of money before the client dies).

The output: “You have an 87% probability of success.”

This is useful for assessing whether a plan is fundamentally sound. It’s less useful for answering what to do next. If the market drops 25% and the probability falls to 72%, what does the client actually change? How much less should they spend? For how long? At what point do they go back to their original spending level?

Monte Carlo gives you a confidence score. It doesn’t give you a plan of action. Research published on Kitces.com found that clients frequently misinterpret probability-of-success numbers, with many unable to distinguish between 75% and 90% confidence in practical terms.

Income Lab: Guardrails-Based Distribution Planning

Income Lab’s retirement analysis centers on risk-based guardrails. Instead of a probability, clients get a spending amount with upper and lower boundaries: “You can spend $8,400 per month. If the portfolio drops to your lower guardrail, reduce to $7,600. If it rises to your upper guardrail, increase to $9,100.”

The output is actionable. When markets move, the client knows exactly what happens. There’s no ambiguity about when to adjust, how much to adjust, or when the adjustment reverses.

In backtesting, Income Lab’s risk-based guardrails required only a 3% income reduction during the 2008 financial crisis, compared to 28% with traditional Guyton-Klinger guardrails. During 1970s stagflation, the gap was 32% vs 54%. The methodology produces meaningfully more stable income in the periods that test plans the hardest.

Why this matters in dollars

Consider a client with a $1.5M portfolio spending $7,500/month. In a 2008-style downturn:

  • MoneyGuide output: Probability drops from 87% to 68%. The advisor says “we should watch this.” The client panics.
  • Income Lab output: Spending remains at $7,500 because the lower guardrail hasn’t been triggered. If the market falls further, the guardrail calls for a reduction to $6,900/month for a temporary period. The advisor says “here’s exactly what happens and when.”

The difference is not theoretical. It’s $600/month of spending clarity that determines whether your client cancels the trip or books it.

Sources: Kitces.com analysis, Income Lab guardrails research

Feature Comparison

Capability Income Lab MoneyGuidePro
Primary methodology Risk-based guardrails Monte Carlo probability
Retirement income focus Core product (deepest in market) Module within broader platform
Output to client Dollar amount + guardrail boundaries Probability of success percentage
Ongoing monitoring Retirement GPS (continuous, automated alerts) Point-in-time analysis
Stress testing Historical periods (2000, 2008, stagflation, 1970s) Monte Carlo (randomized scenarios)
Tax planning Tax Lab: Roth conversion modeling, bracket management, tax-efficient withdrawals, IRMAA optimization Basic tax projections
Social Security optimization Dedicated tool (rated 8.60 by T3) Built-in claiming analysis
Annuity modeling Dedicated module with income riders, FIA/VA comparison, stress testing Basic annuity support
AI tools AI Plan Builder, Interviewer, Scribe, Assistant Limited AI features
Accumulation planning Retirement distribution focus; accumulation coverage growing via Life Hub, Insights Dashboard, Preretirement Planner Yes (full lifecycle)
Estate planning Limited (retirement-focused) Estate module
Insurance needs analysis No Yes
Goals-based planning Retirement-specific Multi-goal
Client portal Life Hub (interactive one-page plan) MoneyGuide client portal

Where Income Lab Wins

1. The Client Conversation Is Fundamentally Better

This is where the rubber meets the road. When a client asks “Am I okay?” during a market downturn:

With MoneyGuide: “Your probability dropped from 87% to 72%. You’re still in a reasonable range, but we should watch it.” The client hears: “I might not be okay.” Anxiety increases.

With Income Lab: “Your spending hasn’t hit the lower guardrail yet. You’re still in the safe zone at $8,400/month. If the market drops another 12%, we’d reduce to $7,600, which is still above your essential expenses. And historically, guardrail adjustments like this reverse within 2-3 years.” The client hears: “I know exactly what happens, and we have a plan.” Anxiety decreases.

The advisor who uses Income Lab has a better answer to the most important question in retirement planning.

2. Dynamic Monitoring vs. Static Snapshots

Income Lab’s Retirement GPS watches every plan, every day. When a guardrail is approaching, the advisor gets notified before the client meeting, not during it. This transforms retirement planning from an annual review exercise into an ongoing service. Thousands of advisors rely on this continuous monitoring capability.

MoneyGuide plans are typically updated at annual reviews or when the client calls worried. The plan sits static between meetings.

For a practice with 80 retirement clients, the difference is significant. Retirement GPS flags the five clients who need attention this month. Without it, you’re updating all 80 plans manually or waiting for clients to call. According to NAPFA research, proactive monitoring is one of the top service differentiators cited by clients when choosing to stay with their advisor.

3. Tax-Integrated Distribution Planning

Income Lab’s Tax Lab computes the tax impact of distribution decisions: which account to pull from, how much Roth to convert, and how bracket management affects the overall plan. It’s built specifically for the decumulation phase, where tax-efficient withdrawal sequencing can save clients thousands annually.

The Tax Lab runs multiple strategies simultaneously: non-Roth withdrawal ordering, Roth conversions filling to specific marginal brackets, and IRMAA-optimized conversion strategies. You can compare lifetime tax savings, net income impact, and break-even timelines side by side.

For a married couple with $2M across traditional IRA, Roth IRA, and taxable accounts, the difference between a naive withdrawal order and an optimized Roth conversion strategy can exceed $150,000 in lifetime tax savings. MoneyGuide shows you a probability number. Income Lab shows you which dollars to move, when, and why.

MoneyGuide has basic tax projections but doesn’t model the multi-dimensional interactions between federal tax, state tax, IRMAA, ACA subsidies, and Social Security taxation simultaneously. According to the Journal of Financial Planning, the interaction between Roth conversions, IRMAA surcharges, and Social Security taxation is one of the most under-optimized areas in retirement distribution, especially with recent OBBBA tax law changes reshaping brackets, with the average advisor leaving significant tax savings on the table by not modeling these variables together.

4. Historical Stress Testing

“What would have happened if you retired in October 2007?” is a question Income Lab answers with real historical data. Clients can see how their specific plan would have navigated the financial crisis, including the guardrail adjustments that would have happened along the way.

The stress test shows two paths: what the plan originally called for, and what actually would have happened through the downturn. Clients see the specific income reduction (often much smaller than they feared), the duration of the adjustment, and the recovery. In the 2008 scenario, clients typically see an adjustment of around $870/month that reverses once the upper guardrail is hit during the recovery.

Monte Carlo can produce a “bad scenario,” but it’s a random bad scenario. It doesn’t have the narrative power of “here’s what happened during the Great Recession, and here’s what your plan would have done.”

Advisor takeaway: The tools you use shape the conversations you can have. MoneyGuide equips you to say “you’re probably fine.” Income Lab equips you to say “here’s exactly what happens, in dollars, under every scenario we can model.” If the retirement income conversation is where you differentiate your practice, the tool matters.

Where MoneyGuidePro Wins

1. Full Financial Planning Scope

MoneyGuide covers the entire financial planning lifecycle: early career savings optimization, education funding, insurance needs analysis, estate planning, debt management, and retirement. Income Lab focuses on retirement income distribution, with growing accumulation capabilities via Life Hub, Insights Dashboard, and Preretirement Planner.

For practices serving clients across all life stages, MoneyGuide provides one platform. Income Lab works alongside other software for non-retirement needs, and increasingly as a stand-alone for practices focused on retirement and pre-retirement clients.

2. Industry Adoption and Familiarity

MoneyGuide (now part of Envestnet) has been one of the most widely used planning platforms, though the T3 2026 survey shows its market share declining from 33% to 24.23% as advisors diversify their technology stacks. Most advisors have used it at some point in their career. Training resources, study groups, and peer support are abundant. New hires are more likely to already know MoneyGuide than any specialist tool.

3. Enterprise and Broker-Dealer Support

MoneyGuide has deep relationships with wirehouses, broker-dealers, and large RIA platforms. If your firm mandates a planning platform, it’s often MoneyGuide or eMoney (which holds 28.2% market share according to T3 2026). Income Lab is used primarily by independent RIAs and fee-only advisors.

For advisors at firms with compliance requirements around which tools can be used for client-facing reports, MoneyGuide’s enterprise approval process is well-established. Income Lab’s enterprise adoption is growing but less widespread in the wirehouse channel.

4. Goals-Based Visualization

MoneyGuide excels at showing clients whether they’re on track for multiple goals simultaneously: retirement, college, vacation home, charitable giving. The visual interface makes it easy for clients to prioritize and trade off between goals.

Income Lab focuses primarily on sustainable retirement income, with growing capabilities across the planning lifecycle, and goes deeper on the distribution question than any other tool.

Advisor takeaway: MoneyGuide’s strength is breadth. If you’re building plans for a 42-year-old saving for college, retirement, and a vacation home simultaneously, MoneyGuide handles that in one platform. Income Lab doesn’t try to. The question is whether your retirement distribution clients need more depth than a generalist tool provides.

Pricing

Plan Income Lab MoneyGuidePro
Entry level ~$154/month (annual billing at $1,850/yr) Varies by firm/channel
Standard monthly $189/month Contact for pricing
Introductory $20 first month Varies (often included in firm platform fees)
Enterprise Custom Enterprise pricing through Envestnet
Social Security only Separate product available Included

Pricing as of March 2026. Check incomelaboratory.com/pricing for current Income Lab rates. MoneyGuidePro pricing varies significantly by channel; contact Envestnet directly.

MoneyGuide’s pricing is less transparent than Income Lab’s because it’s often bundled into enterprise platform agreements or broker-dealer technology packages. Many advisors at larger firms get MoneyGuide access through their firm’s platform fee rather than paying per-seat. Independent advisors purchasing MoneyGuide directly should expect pricing in a similar range to other comprehensive planning tools ($100-200/month depending on tier).

Income Lab’s pricing is straightforward: $189/month or $154/month with annual billing, with a $20 first month to test the platform with real client data.

Client Scenarios: Which Tool Fits Your Practice?

Scenario 1: Independent advisor specializing in retirement transitions

Mark is a fee-only CFP with 60 client households, nearly all aged 55-75. His typical new client is someone within three years of retirement with $1M-3M in assets across multiple account types. They want to know exactly how much they can spend, which accounts to draw from, and what happens if markets crash in their first year.

Best fit: Income Lab. Income Lab reports a 60% close rate on demos, meaning most advisors who see the platform in action adopt it. Mark’s entire practice is built around the retirement distribution conversation. Guardrails give his clients a specific monthly number. Tax Lab optimizes their withdrawal sequencing and Roth conversion strategy. The stress test turns “what if 2008 happens again?” from a scary question into a concrete, manageable scenario. He uses RightCapital for the occasional client who needs a comprehensive plan, but 90% of his planning time is in Income Lab.

Scenario 2: Wirehouse advisor with a diverse book

Jennifer is a wealth advisor at a national wirehouse with 200 client households ranging from young professionals to retirees. Her firm mandates MoneyGuide for compliance-approved client reporting. About 60 of her clients are in or near retirement.

Best fit: MoneyGuide as the primary platform. Jennifer needs one tool that her compliance department approves, that covers all client types, and that integrates with her firm’s reporting infrastructure. For her 60 retirement clients, she may find that MoneyGuide’s retirement module handles the conversation adequately. If she wants to elevate the retirement income discussion for her high-value decumulation clients, she could add Income Lab for those clients, but the firm mandate makes MoneyGuide the foundation.

Switching Considerations

If you’re currently on MoneyGuide and considering Income Lab (or vice versa), here’s what the transition looks like. For a complete migration guide, see our step-by-step guide to switching from MoneyGuidePro.

Moving from MoneyGuide to Income Lab

  • What you gain: Guardrails-based spending, dynamic monitoring, deeper tax planning, historical stress testing, AI-powered plan building
  • What you lose: Comprehensive planning scope (estate, education, insurance). You’ll need a second tool for non-retirement clients.
  • Data migration: Income Lab doesn’t import MoneyGuide plans directly. You’ll rebuild plans, but Income Lab’s AI Plan Builder and custodial integrations (Schwab, Fidelity, BridgeFT) make initial setup faster than manual entry. Income Lab’s AI Plan Builder can import data from PDFs and transcripts from other platforms, reducing migration friction significantly.
  • Learning curve: Most advisors report being productive within 1-2 weeks. The $20 first month lets you test with real clients before committing. Income Lab maintains a 60% demo-to-adoption close rate, suggesting most advisors who evaluate the platform find immediate value.
  • Client impact: Minimal. Clients care about the output (their spending number and plan), not which software generated it. Most advisors report that the guardrails conversation is immediately better received than probability.

Moving from Income Lab to MoneyGuide

  • What you gain: Full lifecycle planning, goals-based visualization, broader firm compatibility, enterprise compliance features
  • What you lose: Guardrails methodology, dynamic monitoring, depth in retirement distribution, Tax Lab, historical stress testing
  • Typical reason: Firm mandate or practice shift toward serving younger clients across more planning domains

Keeping both

This is increasingly common. The T3 2026 survey data shows that multi-tool adoption is growing across advisor technology stacks, with advisors increasingly pairing specialist tools with their primary comprehensive platform. The typical setup costs roughly $340-400/month total ($189 for Income Lab + $150ish for MoneyGuide, depending on your channel). For a practice where retirement income is a major revenue driver, the additional $189/month pays for itself if it retains even one client per year who would have otherwise been anxious enough to consider switching advisors.

When to Choose Income Lab

  • Your practice specializes in retirement income planning
  • You want to move beyond probability-of-success to actionable spending recommendations
  • Tax-aware distribution planning is central to your value proposition
  • You need to answer “what do we do when markets drop?” with specific dollar amounts
  • You want ongoing, automated plan monitoring between meetings
  • You’re willing to use a second tool for comprehensive planning needs

The typical Income Lab advisor

Fee-only RIA or independent advisor whose clients are primarily in or approaching retirement. According to the T3 2026 survey, advisor sentiment toward AI in back-office functions rates 7.72 out of 10, suggesting strong appetite for AI-powered planning tools like Income Lab’s suite. Practice differentiator is the quality of the retirement income conversation, not the breadth of the financial plan. Often uses RightCapital or eMoney for comprehensive planning and Income Lab for retirement distribution.

When to Choose MoneyGuidePro

  • You need a single platform for clients across all life stages
  • Your firm requires or supports MoneyGuide
  • Goals-based planning across multiple objectives is your primary framework
  • You’re comfortable with probability-of-success as the primary retirement metric
  • Enterprise-level compliance and reporting features matter

When to Use Both

Many advisors use MoneyGuide for the comprehensive financial plan and Income Lab for the retirement income deep dive. This is especially common when:

  • A client transitions from accumulation to distribution (MoneyGuide for the overall plan, Income Lab for the distribution strategy)
  • The retirement income conversation needs more depth than Monte Carlo provides
  • Tax planning requires multi-year Roth conversion modeling with IRMAA constraints
  • The advisor wants to offer ongoing monitoring as a service (Income Lab’s Retirement GPS) alongside annual comprehensive reviews (MoneyGuide)

The Bottom Line

MoneyGuidePro and Income Lab serve different moments in the planning relationship. MoneyGuide answers “are we on track?” across the full financial picture. Income Lab answers “how much can we spend, and what do we do when things change?” for the retirement phase.

If retirement income distribution is where your practice delivers its deepest value, Income Lab gives you tools and language that probability-based planning can’t match. If you need a single platform for everything, MoneyGuide covers more ground.

The best retirement planning practices increasingly use both: breadth from a comprehensive tool, depth from a specialist.

Frequently Asked Questions

Can Income Lab replace MoneyGuidePro?

For retirement-focused practices, yes. Income Lab provides deeper retirement distribution planning, guardrails-based spending, tax-optimized withdrawals, and the #1 rated Social Security optimizer. Many advisors are switching from MoneyGuidePro to Income Lab as their primary planning tool.

Does MoneyGuidePro have guardrails like Income Lab?

No. MoneyGuidePro uses Monte Carlo probability of success as its primary planning framework. It cannot provide a specific spending amount with adjustment thresholds. Income Lab’s guardrails methodology gives clients a dollar amount and a clear plan for what changes if markets move.

Why are advisors leaving MoneyGuidePro?

MoneyGuidePro’s satisfaction scores have declined (7.67/10 in T3 2026, down from 7.9). Common reasons include the 2023 platform upgrade issues, limited retirement distribution depth, and a planning framework that gives clients percentages instead of actionable dollar amounts.

How does pricing compare between Income Lab and MoneyGuidePro?

Income Lab Pro starts at $199/month (annual). MoneyGuidePro starts around $175/month for the base tier but rises to $258+ with add-ons. Many advisors find Income Lab delivers more retirement planning depth at a comparable or lower total cost.

Can I use Income Lab and MoneyGuidePro together?

Some advisors do, using MoneyGuidePro for accumulation-phase clients and Income Lab for retirement distribution. However, an increasing number of advisors are finding that Income Lab, combined with a lighter comprehensive tool like RightCapital, covers their full practice at lower total cost.

Sources

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Watch: Adjustment-Based Retirement Planning: Why Guidance Beats Scores. This video demonstrates the core methodology difference between guardrails-based planning and probability-of-success, including the GPS analogy that makes the distinction immediately clear.

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