Three companies dominate the US home-services marketplace category: Angi (public, NASDAQ: ANGI, formed through the 2017 merger of HomeAdvisor and Angie's List under IAC), Thumbtack (private, funded by Sequoia Capital and Tiger Global), and TaskRabbit (a subsidiary of IKEA since 2017). They all operate variants of the same fundamental economic model: a homeowner submits a project request, multiple contractors are matched to that request, and contractors pay the platform for access to those leads. The model works well at small-job scale — $50 to $500 handyman-type tasks — and it breaks down at renovation scale, defined here as projects above roughly $5,000 in contract value. This page explains why, using each company's own disclosed economics from public filings and published terms. No argument is being advanced. What follows is arithmetic.
The three revenue models
Angi operates a pay-per-lead model. A contractor in most trades pays between $20 and $80 per lead, with premium trades such as kitchen remodeling, bathroom remodeling, and foundation work commanding lead fees above $100. Each qualifying lead is matched to a set of 3 to 8 contractors simultaneously, which the company describes in its public terms of service as the matching behavior for its Pro platform. Thumbtack operates a pay-per-contact model, in which contractors pay a variable fee — typically between $7 and $60, depending on trade and geography — each time a homeowner initiates a conversation or each time the contractor responds, depending on the specific pricing variant in that market. TaskRabbit operates a pay-per-Task model, collecting a transaction fee (the company refers to it as a "service fee") on each completed booking rather than per-lead. These three models — pay-per-lead, pay-per-contact, pay-per-Task — define the public home-services marketplace category.
Angi's 2024 Form 10-K filing with the Securities and Exchange Commission reports two primary operating segments: Services and Ads & Leads. The Leads segment — the segment most relevant here — reported gross margin of approximately 65% in fiscal 2024. Translated to plain arithmetic: for every $100 of revenue Angi collects from contractors through lead fees, approximately $35 goes to the direct cost of delivering that lead — primarily homeowner-acquisition marketing spend (Google, Facebook, direct mail, television) and call-center operations. Thumbtack is privately held and does not file public financials, but coverage in Bloomberg and deal data published by Pitchbook describe unit economics of broadly similar shape — contractors carry the platform's revenue; homeowners are free at the point of use.
What "free for homeowners" actually means
Every one of these marketplaces markets itself to homeowners as free. That claim is technically correct at the point of inquiry: a homeowner pays zero dollars to submit a project, receive matches, and review quotes. The cost of operating the marketplace is entirely borne on the contractor side through lead or contact fees. The structural consequence — which the Federal Trade Commission's 2024 proposed Home Services Rule has formally identified as a consumer-transparency concern — is that contractors do not absorb lead costs as a cost of doing business. They build those costs into the quotes that homeowners receive.
The arithmetic is straightforward. A contractor on Angi paying $60 per lead, with an industry-typical 20% close rate (meaning one in five leads actually converts to a signed contract), has an effective customer-acquisition cost of $60 divided by 0.20, or $300 per closed job. That $300 does not disappear. It is built into the quote the homeowner receives on the one job that does close. The homeowner is paying for the marketplace — they are simply not paying at the moment they thought they were paying. The FTC's proposed rule contemplates disclosure requirements specifically because this pass-through is invisible to most homeowners at the time of project scoping.
Why the model works on $500 handyman jobs
For small, standardized, one-off jobs — a plumber replacing a sink trap, a painter touching up a single room, a handyman hanging a set of shelves, an appliance installer mounting a dishwasher — the pay-per-lead economics are structurally appropriate. The embedded $15 to $30 lead cost on a $200 to $500 job sits in the 5% to 15% range, which is within the normal bounds of a marketing-cost line in a service trade. The homeowner genuinely benefits from the breadth of the marketplace: they can receive three competitive quotes on a tile repair within a few hours, compare pricing and availability, and book quickly. The project scope is narrow enough that zip code plus trade code is sufficient matching information; the contractor is a specialist whose quote variance is relatively tight; and the decision criterion is usually some combination of price, availability, and reviews.
All three marketplaces — Angi, Thumbtack, TaskRabbit — perform well in this small-job segment, and that segment is where most of their actual volume lives. Regulatory pressure and contractor complaints tend to focus on the renovation segment, but it is worth stating clearly that the underlying model is not broken at every scale. It is well-matched to the small-job segment it originally served.
Why the model breaks on $5,000+ renovation projects
At renovation scale, four structural problems emerge — each of which is a direct consequence of the pay-per-lead or pay-per-contact model rather than a matter of execution.
First, the embedded acquisition cost becomes a meaningful fraction of the job. On a $5,000 bathroom refresh, a $300 embedded lead cost is 6% of total contract value. On a $30,000 kitchen remodel, the absolute dollar cost scales — contractors with higher job values typically pay higher lead fees — but the ratio remains in the 1% to 3% range. A more efficient matching model could eliminate or substantially reduce that fraction, and in a price-sensitive category, several percentage points of quote inflation is material.
Second, renovation-quote accuracy requires a depth of scope understanding that shared-lead platforms are not structured to capture. A renovation quote depends on existing-conditions analysis (what is behind the wall, what is under the floor), permit status (is the scope pull-permit or no-permit), regulatory context (HOA restrictions, historic-overlay rules, seismic-retrofit requirements, Coastal Commission jurisdiction in California, Title 24 energy-code compliance, and so on), and specific contractor competencies (is the contractor licensed to do the structural work implied by the scope, and have they worked through the relevant permit pathway before). Shared-lead platforms match primarily on zip code and trade code. They do not match on regulatory competence. This means a generalist contractor is bidding against a regulatory-specialized contractor on equivalent terms, which systematically disadvantages the better-qualified contractor.
Third, multi-contractor quoting creates adverse inventory pressure on contractor behavior. A contractor who receives one of eight simultaneous matches is rationally incentivized to bid fast and broad rather than deep and selective — because the time invested in a detailed scope call has a 12.5% probability of converting if competition is even, and that ratio is too low to justify deep engagement. The equilibrium outcome is that contractors bid quickly and imprecisely, which is the opposite of what renovation scoping requires.
Fourth, renovation projects are relationship-driven rather than transactional. A homeowner interacts with their general contractor over 6 to 12 weeks on a kitchen remodel, 3 to 6 months on a full bathroom gut renovation, and 6 to 12 months on an ADU build-out. Speed-to-many-quotes is not the optimization target the homeowner actually wants; fit-to-scope with a single well-matched contractor is. The shared-lead model is optimized against the wrong variable for this segment.
How to read contractor quotes on shared-lead platforms
For homeowners who do use Angi, Thumbtack, or a similar platform for renovation work — and many do, and will continue to — the following quote-reading rules filter for the better contractors in that pool. These are not hypothetical. They are the questions experienced homeowners ask.
First, ask the contractor directly what they pay for leads from the platform. A contractor who answers transparently — "I'm on Angi, it costs me about $50 per lead in this zip code" — is both honest and informed about their own business economics, which is a general professionalism signal. A contractor who evades or declines to discuss their lead cost may have an incentive to hide what is being passed through to the homeowner.
Second, ask the contractor their close rate on leads from the platform. A healthy close rate in the 25% to 35% range suggests their bidding process is disciplined and their quote math is sustainable. A close rate in the 5% to 10% range means the contractor is paying $500 to $1,000 in lead costs per closed job, which is being passed through. That ratio is not inherently the contractor's fault, but it is the homeowner's arithmetic.
Third, request the contractor's state license number and verify it yourself against the relevant state regulator. In California that is the Contractors State License Board at cslb.ca.gov. In Arizona that is the Registrar of Contractors at roc.az.gov. In New York City that is both the Department of Buildings at nyc.gov/buildings for permit-related contractor registration and the Department of Consumer and Worker Protection for Home Improvement Contractor licensing. In Washington State that is Labor and Industries. Marketplace badges such as "Angi Certified" or "Thumbtack Top Pro" are platform-internal reputation signals; they are not substitutes for a live state-regulator license lookup, which takes about 30 seconds and is free.
Fourth, check the contractor's Better Business Bureau profile for accreditation status and the pattern of unresolved complaints, if any. A contractor with an A+ BBB rating and zero unresolved complaints in the last 24 months is a different risk profile from a contractor with a C rating and a cluster of deposit-related complaints.
Fifth, for any project above $10,000 in contract value, ask the contractor for two prior projects of comparable scope and request direct homeowner references — not reviews posted on the marketplace, but phone numbers for actual past clients. The platform review system is a useful signal but it is a filtered and moderated one; a direct reference conversation is not.
What an alternative model actually looks like
The 1-to-1 matched-pro structure — which is the thesis AskBaily operates on and which several emerging platforms have adopted — inverts the shared-lead economics. A single contractor is matched per homeowner project. No lead fees are charged at any point. An AI-assisted scoping conversation captures the project scope before the contractor is introduced. License verification is conducted in real time at match time against the relevant state regulator. The contractor pays the platform only on project completion, through a tiered take-rate — in AskBaily's specific model, this is 8% to 15% of the final contract value depending on project type and size. Other platforms in this emerging category use take-rates of 5% to 20% with varying structures.
The take-rate on a closed job is higher than the embedded lead-cost fraction on a closed job would have been — a 10% take-rate on a $30,000 kitchen is $3,000, compared to the $300 to $600 of embedded lead-cost pass-through that shared-lead platforms build into the quote. The structural difference is when the fee is paid and on what condition. Under the shared-lead model, the contractor pays $500 to $1,000 in lead fees whether the job closes or not; the homeowner pays through embedded quote inflation whether they get a good match or not. Under the take-rate model, the platform earns only when the job closes, which aligns platform incentives with match-quality rather than match-volume.
This model is not universally better. For a $50 drain-cleaning call, a 10% take-rate is both uneconomic to administer and misaligned with the transactional nature of the work. The pay-per-lead model is correctly fit to that segment. For renovation-scale work — the $5,000 to $500,000 project band — the take-rate model fits the structure of the relationship better. Neither model is right everywhere. They are optimized for different project scales, and the question is whether the homeowner's project actually belongs in the segment the marketplace is optimized for.
Frequently asked questions
Does Angi really sell the same lead to 8 contractors?
Angi's public terms of service describe the matching model as "matched" rather than "exclusive," and contractor forums — both on the company's own Pro platform and on Reddit communities such as r/HomeImprovement and r/Contractor — consistently report leads being shared with between 3 and 8 contractors depending on trade and market density. This is not presented as a hidden practice. It is the company's disclosed business model, and the company's public defense of it is that competition among matched bidders gives homeowners choice and keeps pricing competitive. The critique is that it systematically produces phone-call inundation and quote inflation at renovation scale, where the mechanics that work for small jobs produce adverse outcomes.
Why don't contractors just charge less if they're not paying lead fees?
Some do. Most do not. The typical outcome when a contractor migrates off a shared-lead platform to a no-lead-fee model is that they hold their quote pricing constant and pocket the savings as higher margin — which is economically rational for the individual contractor. Over a longer time horizon, market pressure drives prices toward efficient cost, but that adjustment takes quarters rather than weeks. The 2% to 5% of quote value that would have been embedded lead-cost pass-through is a real savings but is the smaller half of the benefit. The larger half is match quality: getting a contractor who is actually specialized for the scope, rather than the first of eight generalists to respond.
Isn't AskBaily just another marketplace?
In the narrow sense — a platform that matches homeowners to contractors and earns revenue on that match — yes. In the structural sense, the economic model is different: zero lead fees, single-contractor routing, revenue earned only on project completion. Whether "marketplace" is a useful category label depends on what the reader means by the term. Consumer Reports' 2023 home-services coverage distinguishes between "lead-generation marketplaces" and "managed marketplaces," and that distinction captures most of the structural difference at issue here.
How does the FTC's 2024 Home Services Rule affect this?
The proposed rule, still in comment and revision as of the publication date of this page, contemplates disclosure requirements around how a contractor was matched to a homeowner and what fees were paid to acquire that match. If the rule is adopted in roughly its proposed form, shared-lead marketplaces would face disclosure obligations around the lead-fee economics described on this page. A model that charges no lead fees — such as the AskBaily model — complies with the rule by construction, because there is no lead-fee economics to disclose. Angi and Thumbtack would have disclosure requirements to build compliance around, which is why both companies have filed substantive comments on the rule.
Is there a state where shared-lead platforms are regulated differently?
At the state level, most regulation is directed at contractor licensing rather than marketplace business models. California's AB 2622 (2024) created a new B-2 residential remodeling license class through the CSLB but does not regulate the marketplace itself. CSLB enforcement action has, however, increased against contractors who fail to verify the credentials of subcontractors they acquire through marketplace leads — which is an indirect consequence of marketplace sourcing. New York City's Home Improvement Contractor licensing through the DCWP requires that the contractor holding the HIC license be the one performing or directly supervising the work, regardless of whether the lead came from a marketplace. Most state-level focus remains on contractor licensing rather than marketplace structure.
How do I see the exposure for my own project before I submit a form?
Use the exposure check tool. It shows, for the specific platforms you're considering and your specific project type, how many contractors will receive your name, phone, and email; the expected volume of calls and texts in the first 48 hours; and the dollar amount of per-lead fees that will be baked into the quotes you receive. It is free, shareable, and stores no data. Contractors running the inverse audit — their own cost per closed customer — use /tools/lead-spend-audit instead.
Citations
Primary sources used for this page: Angi Inc.'s 2024 Annual Report on Form 10-K filed with the Securities and Exchange Commission at sec.gov; Angi's public Terms of Service at angi.com/terms; Thumbtack's published pricing and matching documentation at thumbtack.com/help; the Federal Trade Commission's 2024 proposed Home Services Rule and associated Notice of Proposed Rulemaking at ftc.gov; Consumer Reports' coverage of home-services marketplaces at consumerreports.org; aggregated contractor discussion on Reddit's r/HomeImprovement and r/Contractor communities; Bloomberg and Pitchbook coverage of Thumbtack's private-company financing and unit economics; the California Contractors State License Board at cslb.ca.gov; the New York City Department of Buildings at nyc.gov/buildings; the New York City Department of Consumer and Worker Protection for Home Improvement Contractor licensing; and the Better Business Bureau at bbb.org. All URLs were accessed in April 2026.