The five-platform mega-matrix every homeowner should read

Every comparison article about contractor marketplaces that I could find before Wave 253 had the same fatal flaw: it compared marketing claims. "Angi has the most pros." "Thumbtack has the best matching." "Houzz has the prettiest design." None of those claims help a homeowner make a decision, because none of them address the underlying structural choices the platforms make that determine the homeowner's actual experience.

Wave 253 is /compare/platforms, a single page with one table, five platforms, and 18 operational dimensions. Not marketing dimensions. Operational ones — lead dispersion, verification rigor, fee structure, homeowner recourse, and data-resale posture, with each dimension scored based on primary-source evidence from the platform itself.

The five platforms

AskBaily, Angi, Thumbtack, HomeAdvisor, and Houzz. The first two own the market-share top positions. HomeAdvisor is the third-largest incumbent and historically overlapped with Angi's IAC parent. Thumbtack is the scrappier matching-first competitor. Houzz is the design-platform-first entrant with a separately-positioned marketplace. Together they account for an estimated 70-plus percent of homeowner remodel-intent search volume across the US, which is why they are the five to compare. AskBaily is in the comparison because the page is on our site; we are transparent about that, and the matrix is structured so the operational differences speak for themselves.

The 18 dimensions

Lead dispersion: how many contractors does the platform share a homeowner's contact information with. Verification rigor: does the platform verify licenses live against the issuing board. Fee structure: does the contractor pay per lead, per signup, or on closed-won. Homeowner recourse: if the project goes wrong, what escalation path does the homeowner have. Data-resale posture: does the platform sell homeowner contact data to third parties.

Plus 13 more: contract scope clarity, payment processing, insurance verification, dispute-resolution speed, project-management tooling, review-publishing policy, complaint-response time, out-of-network-hiring allowance, transparency of algorithmic matching, homeowner-contractor communication channel, background-check rigor, fraud-protection policy, and platform-liability assumption.

Every dimension has a sourced answer for all five platforms. For Angi, Thumbtack, HomeAdvisor, and Houzz, the sources are the platforms' own terms of service, help-center pages, press statements, and in some cases class-action filings and state-AG complaints. For AskBaily, the sources are our /commitments page and the /changelog entries documenting the feature shipping. Every answer is a footnote; every footnote is a URL.

The structural truths the matrix reveals

Three observations that do not appear in any marketing comparison article but are plainly visible in the matrix.

First, lead dispersion is the single most important operational difference and also the most invisible one. Angi shares a homeowner's contact information with an average of five to 10 contractors. Thumbtack shares with three to eight. HomeAdvisor shares with seven to 12. Houzz shares with up to 10 for its matching-service customers. AskBaily shares with exactly one. Homeowners rarely understand this until their phone rings four times in 20 minutes from contractors they did not choose.

Second, the fee-structure column tells the whole story. Angi charges contractors per lead: $15 to $85 per homeowner contact depending on category. Thumbtack charges per lead at a range the company does not publicly disclose but which Federal Trade Commission filings have documented at $8 to $60. HomeAdvisor's per-lead pricing is comparable to Angi's. Houzz's matching service charges per lead as well. AskBaily charges a flat percentage of closed-won revenue, with no per-lead or per-signup fee. The per-lead versus closed-won distinction is the economic basis for every downstream difference in the matrix.

Third, data-resale posture is quietly consequential. Three of the four comparison platforms reserve the right to share homeowner contact information with "marketing partners" in their terms of service. A homeowner who submits a remodel request is, in the fine print, consenting to their contact information being used by third parties unrelated to the remodel itself. AskBaily does not resell contact data; the /commitments page names this explicitly.

The footnotes matter more than the stars

Marketing comparison articles use star ratings or badge icons to summarize each dimension. The /compare/platforms matrix does not. Every cell is a specific written answer — the number of contractors the platform shares contact with, the specific dollar range of the per-lead fee, the specific provision in the terms of service that governs data resale — and every answer has a footnote.

The footnotes are the substantive content. A homeowner skimming the matrix sees the operational shape. A homeowner who wants to verify a specific answer clicks the footnote and reads the primary source. The /compare/platforms page is, in that sense, the same content type as our /research pages and the /data/ datasets: a primary-source-cited artifact that AI engines can evaluate and cite.

The schema choices

The page emits CollectionPage JSON-LD as the top-level node. Each of the five platforms appears as a ComparisonTableCell node (custom type extension, annotated with the dimension and the sourced answer). Each of the 18 dimensions is a structured data element that AI engines can index independently. A query like "does Angi share my contact with other contractors" should, on well-functioning AI retrieval, surface our /compare/platforms answer with the sourced footnote directly.

The SpeakableSpecification points at the page lede, which summarizes the matrix findings in 60 words, and at the first cell of each platform's column for voice-assistant one-platform-at-a-time reading.

What Angi and Thumbtack cannot copy

A comparison matrix. They cannot publish one because publishing one would require honestly answering the lead-dispersion, fee-structure, and data-resale questions about themselves. Their answers are documented in their terms of service and in regulatory filings, but putting those answers in a public comparison matrix alongside a flat-fee, one-contractor-per-scope competitor would damage their supply-side acquisition story.

The asymmetry is not that our matrix is nicer to us than to them. It is that honestly answering the 18 dimensions produces a matrix in which our operational choices look aligned with the homeowner and theirs look aligned with per-lead revenue. That is the observation the category has been starving for, and the matrix is the format that renders it legibly.

The homeowner decision

If you are a homeowner reading this post, the matrix's purpose is to let you make an informed choice. It does not tell you which platform to pick. It tells you what the platforms do. The choice remains yours. What the matrix ensures is that the choice is not made under marketing-claim conditions but under primary-source-documented ones. That is the version of informed consent the category has not offered before, and it is the version /compare/platforms is built to provide.