MDP's Research Library

    My Record

    For a decade I've made specific, evidence-based calls — the kind that can be proven right or wrong — about where real estate tech is going. Here's the record, each one resolved against what actually happened and graded.

    91%directionally right39 of 43 resolved — right, or right but early
    79%dead-on34 precise hits; only 4 outright misses
    Hit·Oct 2016·FSBO

    For-sale-by-owner will never reach mass-market adoption — "mass market appeal will always, I predict, lie beyond their reach."

    The 3 emerging real estate models most likely to revolutionize the industry · mikedp.com

    Holding · 2026A decade on, FSBO's share of US home sales has fallen to record lows — 6% in 2024 and 5% in 2025 per NAR, versus ~21% in the 1980s — while a record 90%+ of sellers use an agent. Mass-market appeal never materialized.
    Hit·Feb 2017·Zillow

    "I highly doubt that Zillow can go from an EBITDA margin of 4.5% to an EBITDA margin of 40%" — its stated long-term margin target is out of reach.

    Observations on Zillow's 2016 results and the U.S. market · mikedp.com

    Resolved Feb 2025Nine years on, Zillow never approached 40%: its best full-year adjusted-EBITDA margin was ~22% (2024), and it reached its first full-year GAAP profitability only in 2025. The 40% figure remains a distant "normalized market" ambition.
    Hit·May 2017·Countrywide (UK)

    Countrywide's in-house online offering, launched as a brand extension rather than a fighter brand, cannot succeed on its own.

    Traditional vs Tech: how the U.K.'s biggest incumbent is reacting to digital disruption · mikedp.com

    Resolved Mar 2021The online effort never succeeded as a standalone challenger; Countrywide declined through profit warnings and a ~60% share crash after a 2018 emergency rights issue, and was acquired by Connells in 2021 for a fraction of its former value.
    Hit·Sep 2017·OnTheMarket (UK)

    OnTheMarket adds no incremental value over Rightmove/Zoopla and is a "horrible" investment — foolish to buy in at its hoped-for ~£200–250M IPO valuation.

    Why investing in OnTheMarket is a horrible idea · mikedp.com

    Resolved Dec 2023OnTheMarket IPO'd in Feb 2018 at 165p — valuing it near £100M, well below the hoped range — never dented the duopoly, and was sold to CoStar in Dec 2023 at 110p, a ~⅓ loss for IPO buyers while Rightmove's shares soared.
    Hit·Feb 2018·iBuying

    iBuying is winner-take-most: "with a distinct lack of network effects, an undifferentiated consumer proposition and no customer base, you end up with a healthy competitive field that, over time, is most likely dominated by one large player."

    The Opendoor Paradox: A Strategic Analysis · mikedp.com

    Resolved Nov 2022The field consolidated exactly as predicted: Zillow Offers shut in Nov 2021 and RedfinNow in Nov 2022, leaving Opendoor as the lone player at scale while Offerpad was marginalized near delisting. One dominant player emerged.
    Miss·Dec 2018·Purplebricks

    "At maturity and scale the business model absolutely works… The core Purplebricks business model — and profitability at scale — is sound."

    Purplebricks' H1 2019 Results · mikedp.com

    Resolved May 2023Purplebricks exited Australia and the US within a year, its "proven" UK core went loss-making from 2020, and in 2023 the whole business was sold to Strike for £1. I later called it "a cautionary tale."
    Hit·Feb 2019·REA / Domain (Australia)

    Domain will never overtake REA — the No. 2 portal structurally can't close the leader's gap: "not a horse race; it's static trench warfare."

    REA Group, Domain, and the Non-Battle for Top Spot · mikedp.com

    Resolved Aug 2025Domain never closed the gap — REA led ~3.5× on revenue by FY24 — and rather than catching up, Domain gave up independence entirely, acquired by CoStar for ~A$3B. It's the earliest version of a thesis I'd go on to repeat on CoStar-vs-Zillow.
    Hit·Feb 2019·iBuying

    "Anybody says we're going to get to this place in real estate where you can buy a house with a click of a button, I think they're mistaken — they're not thinking about psychology."

    Will iBuying Become Mainstream? · Inman Connect New York keynote

    Resolved 2021–2025Zillow Offers shut down in Nov 2021, Opendoor pivoted to hybrid agent flows, and NAR's 2025 Profile shows a record 91% of sellers still used an agent. Nobody buys homes with a click.
    Partial Hit·Feb 2019·Zillow

    More than a rollout issue, Zillow has reached the upper limit of what it can charge agents for leads — a structural ceiling driving its strategy shift.

    Zillow's New Strategy: Insights, Implications, and Analysis · mikedp.com

    Resolved Feb 2025Right that the per-lead auction had plateaued structurally, and Zillow did abandon it for Flex. But it then grew agent revenue through a different mechanism — Flex pay-at-close success fees up to 40% plus Enhanced Markets bundling, lifting Residential revenue to records by 2024 — so the implied hard ceiling on monetizing agents was worked around.
    Hit·May 2019·Compass

    From 2018 through its IPO I argued Compass claims tech-company valuations but "is less of a tech company than its peers" — the data says it's a brokerage, and its multiple was already sliding from a tech-like 4.9× toward a brokerage-like 2.8×.

    Is Compass a Tech Company or a Traditional Brokerage? · mikedp.com (a call I made repeatedly, 2018–2021)

    Resolved Apr 2021At its April 2021 IPO, Compass was priced as a brokerage, not a tech company: underwriters cut the range from ~$10B to ~$7B, the stock fell below its $18 debut within days, and at ~$13 it was worth less than its 2019 private valuation — an outlier among real-estate-tech names.
    Hit·Jul 2019·Compass

    "The most effective strategy — and likely the only possible strategy given the market dominance of Zillow — is to build consumer traffic with the draw of exclusive listings."

    Inside Compass — Part 5: Endgame · mikedp.com

    Resolved 2025Six years early. Private Exclusives became Compass's central strategy, Zillow answered with its listing-access ban, Compass sued, and exclusive inventory became the industry's defining fight.
    Hit·Jan 2020·Purplebricks

    "It has clearly hit a glass ceiling in terms of market share… In the U.K., this may be as big as the business can get — a high-water mark for the hybrid agency model."

    Purplebricks' Market Share Ceiling Comes Into View · mikedp.com

    Resolved May 2023January 2020 was almost exactly the high-water mark. No hybrid agency ever approached double-digit UK share, and Purplebricks was sold for £1 — a call I made while the company was still profitable and widely defended, correcting my 2018 miss above on the record.
    Hit·Apr 2020·Compass

    Compass's central claim that its technology makes agents more productive is unsubstantiated — through 2019 its agents were no more productive than peers, with high volume driven by high-end prices, not efficiency.

    Research Study: Measuring Compass' Agent Productivity · mikedp.com

    Holding · 2026Compass has never demonstrated a technology-driven productivity edge over peers; its per-agent volumes track luxury pricing, and its growth is attributed to recruiting and incentives, not tech-driven efficiency. The judgment still holds in 2026.
    Hit·Sep 2020·Opendoor

    Opendoor's IPO-pitched path to $50 billion in annual revenue is highly unlikely — Phoenix is an outlier, not a replicable template, and new markets plateau after year one rather than scaling to Phoenix-like volumes.

    Opendoor's IPO: Believing the $50 Billion Playbook · mikedp.com

    Resolved Feb 2024Opendoor never approached $50B: revenue peaked at ~$15.6B in 2022 (with a $1.4B net loss), then collapsed ~55% to ~$6.9B in 2023 — vindicating the skepticism about the $50B playbook.
    Hit·Apr 2021·CoStar / Portals

    "It is exceedingly unlikely that this new batch of challengers will dethrone the top portals" — hundreds of millions have been thrown against them "for years with no effect on their dominant position whatsoever."

    CoStar Unlikely To Dethrone Zillow In Portal Wars · mikedp.com

    Resolved 2026Five years and ~$3B later, CoStar never dethroned Zillow. By early 2026, activist Third Point forced a 35% budget cut and layoffs, and CoStar stock fell ~65% from its 2025 high — a call made when Florance was publicly gunning for #1.
    Hit·May 2021·Zillow

    "Three years and over 10,000 homes bought and sold later, the reality is a mortgage attach rate to Zillow Offers of less than 1 percent" — and the 3,000-loans-per-month goal is "highly aspirational."

    Zillow's Uphill Battle To Attach Mortgages · mikedp.com

    Resolved 2025Zillow Offers shut down six months later, ending the iBuyer-attach strategy. Even after the pivot to Flex-lead loans, Q4 2025 purchase volume implies roughly 1,200 loans a month — still below the old goal.
    Miss·Jun 2021·Offerpad

    "A less venture-funded, less tech-enabled, more real estate-focused and less breakneck version of iBuying can be (almost) profitable" — Offerpad as the more viable flavor.

    Offerpad Is A More Profitable Flavor Of iBuying · mikedp.com

    Resolved 2026Offerpad's leaner model produced a couple of appreciation-driven profitable quarters, then didn't survive the downturn: the stock fell ~99%, it ran multiple reverse splits, took repeated delisting warnings, never reached sustained profitability, and sat near a ~$23M market cap by mid-2026.
    Hit·Sep 2021·iBuying

    Opendoor's 2021 profits are an artifact of home-price appreciation, not a durable business: HPA "accounted for 70 percent of Opendoor's gross profit margin," and slowing appreciation "may have an adverse effect on iBuyer profit margins."

    Falling Home Price Appreciation Threatens iBuyer Profits · mikedp.com

    Resolved 2022Eight weeks later Zillow Offers shut down after overpaying into a cooling market. As appreciation turned negative, Opendoor lost $1.4B in 2022 — including a $573M writedown — and Offerpad lost $149M. Profits evaporated exactly as the tailwind died, and Opendoor has not posted a profitable year since.
    Partial Hit·Oct 2021·Zillow

    "Zillow's iBuyer misstep will soon be a distant memory."

    Zillow's iBuyer Misstep Will Soon Be 'a Distant Memory' · mikedp.com, two weeks before the full wind-down

    Resolved Q4 2022Right on the strategic core: Zillow's audience and portal dominance were untouched. Wrong on "soon" — the wind-down, layoffs, and a >50% share-price decline dominated the narrative for a full year. Directionally correct, timing miss.
    Hit·Mar 2022·Brokerage models

    eXp's and Compass's headline agent growth is propelled chiefly by generous financial incentives to agents — not by technology or efficiency — making the growth incentive-dependent.

    Growth Machines: Compass, eXp And The Future Of Brokerage · mikedp.com

    Resolved 2024The causal thesis held: when the market turned and eXp dialed back incentives, it posted the first sequential agent-count decline in its history and kept losing US agents through 2024 — exactly what "growth was bought, not built on tech" predicts. (Compass kept growing on the same incentive fuel.)
    Miss·May 2022·Power Buyers

    "It is a compelling proposition to a growing number of buyers and sellers. I expect it to grow over the coming years, regardless of market conditions."

    On Power Buyers (Knock, Homeward, Ribbon, Orchard) · Florida Realtors

    Resolved May 2023"Regardless of market conditions" made it cleanly falsifiable, and the rate shock falsified it within a year: Reali liquidated, Ribbon wound down into an acquisition, and Knock and Homeward cut deep to survive.
    Miss·May 2022·Opendoor

    "2021 was a record year for Opendoor — and the evidence suggests 2022 might be even bigger… just getting started, by operating at a scale where things get interesting."

    Opendoor's Growth Has 'Materially Accelerated' · mikedp.com, at the market peak

    Resolved 2023Within months the model broke: a $1.4B full-year 2022 loss, two rounds of layoffs (18% then 22%), and acquisitions slashed from ~160 to under 20 homes a day. Revenue grew, but "just getting started at a scale where the model works" was decisively falsified.
    Hit·Aug 2022·Commissions

    "Everyone is coming after agent commissions" — the commission pool is a reservoir that portals, brokerages, and iBuyers are all trying to tap, and splits will be structurally compressed.

    Everyone Is Coming After Agent Commissions, DelPrete Tells ICLV · Inman

    Resolved Aug 2024Roughly two years ahead of the event: the NAR settlement (agreed Mar 2024, effective Aug 2024) decoupled and directly pressured buyer-agent commissions — the single largest structural attack on commissions in decades.
    Hit·Aug 2022·Opendoor

    Opendoor will survive the downturn — it's "playing the long game" with $2.5B in cash, and the losses are temporary: "If you fast forward 5 years it doesn't matter. It's a blip."

    Opendoor Is 'Playing The Long Game', Should Survive Downturn · Inman

    Resolved 2026Contrarian when many were writing iBuying's obituary. Despite huge 2022–23 losses, Opendoor survived as a standalone public company, saw a meme-stock resurgence and new CEO in 2025, and pushed toward the asset-light marketplace model I flagged as ascendant.
    Hit·Sep 2022·Opendoor

    "For the first time in its existence, Opendoor is entering territory where, in aggregate, it is selling homes for less than their purchase price… the result is going to be a pretty tough Q3."

    For The First Time, Opendoor Is Selling Homes At A Loss · mikedp.com, from my independent transaction data, ahead of earnings

    Resolved Nov 2022Six weeks later Opendoor reported a $928M Q3 net loss, a −12.6% gross margin, and a $573M writedown. If anything, the call understated it.
    Hit·Oct 2022·Mortgage

    Mortgage is a structural "money pit" for portals — Zillow was "spending $1.85 for every $1 in mortgage revenue" — and real growth comes from MLO/broker headcount, not technology.

    Mortgage Is The New Money Pit For Portals · mikedp.com

    Resolved 2025Tech-first Better stayed subscale and unprofitable into 2026, while the space was consolidated not by a portal's technology but by headcount-and-servicing-heavy Rocket — acquiring Redfin and Mr. Cooper ($14.2B).
    Hit·Oct 2022·Consolidation

    The industry is "bifurcating into predators and prey" — Zillow, CoStar, and Rocket are "flush with cash and opportunistically acquisitive," while cash-burning disruptors are vulnerable to takeover.

    Predators and Prey · mikedp.com

    Resolved 2023–2025The named predators did exactly that: Zillow acquired Follow Up Boss, CoStar acquired Matterport for ~$1.6B, and Rocket acquired Redfin, while distressed disruptors were absorbed or liquidated.
    Hit·May–Nov 2022·Compass

    "Compass must cut faster and deeper to break even in 2023" — its $950M expense target implies a 4.5M-transaction national market.

    The break-even analysis · mikedp.com, following the "critical" cash-burn warning

    Resolved Aug 2023Compass cut ~$500M in annual operating expenses — $1.45B down to $950M — and turned free-cash-flow positive in Q2 2023, in a market that undershot 4.5M transactions.
    Open·Feb 2023·Zillow / Mortgage

    "Zillow and Redfin are both below the industry average, and may likely top out at 25 percent" — a ~25% ceiling on mortgage attach rates.

    The Path Forward for Zillow Home Loans · mikedp.com

    Status · Jul 2026Consistent so far, not yet testable: Zillow reports only "mid-teens" adoption in its most seasoned markets. The Redfin half was mooted when Rocket acquired it with mortgage attach as the explicit thesis.
    Partial Hit·May 2023·AI

    "AI is the new Zestimate" — the first wave of Zillow/Redfin generative-AI and ChatGPT search tools are overhyped and near-useless, mostly reproducing existing site search but slower; "not a big deal at all — yet."

    'AI Is The New Zestimate' According To Mike DelPrete · Inman

    Resolved 2026Right about the specific 2023 tools — early ChatGPT plugins were marginal and faded. But "not a big deal" was overtaken: by late 2025 every major portal shipped AI/ChatGPT search (Zillow, Redfin, Realtor.com), making it a central battleground. The hedged "yet" partly covered me.
    Hit·May 2023·Brokerage models

    "To identify the brokerage business models of the future, one simply needs to follow the agents" — with eXp and Real flagged as winners, legacy brands and Redfin as losers.

    Agent Migratory Patterns · mikedp.com

    Resolved 2025The leading-indicator method held across the board: Real roughly tripled, legacy brands kept shrinking, and Redfin's shrinking agent base preceded its forced sale. Even eXp fit the rule — its 2023 agent plateau correctly foreshadowed a stall — so "follow the agents" predicted the outcome even where the earlier label was optimistic.
    Hit·Aug 2023·Zillow

    A quantified model for Zillow's premium Listing Showcase: at 5% of ~6M annual listings at $3,000/month, "the revenue potential is $180 million per year."

    Zillow's Listing Showcase Opportunity · mikedp.com

    Resolved 2026The judgment landed: Showcase became a real, sizable revenue line built on exactly the conversion I modeled — adoption hit 3.7% of new listings in Q4 2025 (up from 1.7%), climbing toward the assumed 5%. The one unverifiable piece is the exact $180M, since Zillow folds Showcase into Residential revenue.
    Hit·Aug 2023·AI / Agents

    Despite tech platforms and "emerging AI assistants," agents remain "the last-mile solution — the unavoidable, indisputable, and irreplaceable central part of the transaction."

    Why Real Estate Tech Platforms Can't Quit The Agent · mikedp.com

    Holding · 2026Three years into the generative-AI boom, intermediation hit record highs: NAR's 2025 Profile found 88% of buyers and a record 91% of sellers used an agent, and portals built agent-routed AI rather than agent-replacing AI.
    Partial Hit·Dec 2023·Portal wars

    CoStar is "on track to outspend Zillow by 3.5 times this year," leaving rivals at risk of "waning value proposition, decreased relevancy, and not enough resources to mount an effective defense."

    Portal War '24 · mikedp.com

    Resolved Jan 2026Right on the blitz: CoStar poured ~$850M+/year into Homes.com and locked in the #2 traffic slot. Wrong on the incumbent risk: Zillow posted record revenue and its first GAAP-profitable year — and it was CoStar that retreated, slashing Homes.com investment by ~$300M.
    Hit·Dec 2023·Redfin

    "It's not the market, it's the business model… which may force a larger strategic change… one way or another, something has to change."

    Redfin: High Debt, Low Cash, and Unprofitable · mikedp.com

    Resolved Jul 2025Redfin abandoned its signature salaried-agent model in 2024, then sold to Rocket for $1.75B — about a fifth of its 2021 peak value. My follow-up: "The Redfin Experiment is Over."
    Partial Hit·Jan 2024·Scout24 (Germany)

    "Just because a consumer subscription product is working in Germany doesn't mean it will work in other markets" — meaningful revenue diversification is genuinely hard for portals, and Scout24's model is market-specific.

    Scout24: Growing a New Consumer Revenue Stream · mikedp.com

    Holding · 2026Supported so far: no major Western portal has replicated a comparable consumer-subscription stream, and diversification stayed marginal — Rightmove's "growth areas" were still ~7% of revenue in H1 2025. Scored partial because proving a non-event is inherently softer than a dated outcome.
    Hit·Feb 2024·Zillow

    Zillow "will almost certainly miss its $5 billion in revenue by 2025 goal" — even as the super-app transition drives outperformance versus the market.

    Zillow's Transition to 'Super App' Driving Revenue Growth · mikedp.com

    Resolved Feb 2026Both halves landed: FY2025 revenue was $2.6B — roughly half of management's target — while the diversification thesis held, with rentals +45% and mortgages +39% in Q4 against +8% in core residential.
    Hit·Apr 2024·NAR settlement

    "The most probable outcomes are slow, incremental deviations from the current state, not radical changes."

    The DelPrete Probability Paradox · mikedp.com

    Resolved Mar 2026Against a consensus expecting commission collapse, commissions proved sticky: buyer-agent rates dipped then rebounded (Redfin: 2.36% in Q3 2024 to 2.42% in Q3 2025), and Inman's review found roughly two-thirds of agents saw no meaningful change.
    Hit·May 2024·Portal wars

    "Portal traffic appears to be a non-zero-sum game… [but] there is a finite amount of transactions, commission dollars, and agents willing to spend money online; that's a zero-sum game."

    Portal War '24: Traffic is a Non-Zero-Sum Game · mikedp.com

    Resolved Jan 2026Exactly how it played out: Homes.com's traffic surge never dented Zillow's audience or record revenue (traffic was additive), but monetization never justified the spend — CoStar cut Homes.com investment by more than a third.
    Hit·Sep 2024·Homes.com

    Homes.com's #2 ranking is bought, not earned: it will cost ~$950M/year in advertising just to maintain the position, because "advertising efficiency isn't meaningfully changing [and] traffic is not growing organically."

    Portal War '24: What $1 Billion in Advertising Buys You · mikedp.com

    Resolved Jan 2026The "you have to keep paying" thesis held: residential revenue stayed tiny (~$100M in 2025) against ~$3B cumulative, with no organic traffic takeoff — and in Jan 2026 CoStar capitulated, cutting the residential budget ~35%.
    Hit·Nov 2024·Mortgage

    Not the portals or venture disruptors but "the pure-play mortgage companies are larger, especially Rocket, and well-positioned to execute on growth opportunities in their own adjacent spaces."

    Portals, Disruptors, and Investing for Mortgage Growth · mikedp.com

    Resolved 2025Roughly four months later Rocket did exactly that — moving into adjacent spaces by acquiring Redfin ($1.75B) and Mr. Cooper ($14.2B) — while the disruptors it outranked stayed subscale.
    Hit·Feb 2025·Exclusive inventory

    Compass's exclusive inventory "has the potential to materially shift existing power dynamics… things are about to get really interesting."

    The Exclusive Inventory Power Play · mikedp.com

    Resolved 2025Within months it became the industry's defining struggle: NAR loosened Clear Cooperation, Zillow banned withheld listings, Compass sued Zillow, and the Compass–Anywhere deal was widely read as leverage in the private-listings war.
    Hit·Mar 2025·Agents

    Against the "great agent purge" narrative: casual and part-time agents will not be washed out by the downturn or the settlement — "agents are like cockroaches; they're survivors."

    Casual, Part-Time Agents Not Going Anywhere · mikedp.com

    Holding · 2026No mass purge: NAR membership held near 1.44–1.49M through 2025 into 2026 despite a weak market and settlement fallout, consistent with low-production agents remaining structurally embedded.
    Open·Sep 2025·Compass / Anywhere

    "In 10 years time, what I think this deal will be known for [is] the leverage it now gives Compass in its ongoing push for exclusive inventory — but really its challenge to the existing MLS, NAR and Zillow hegemony."

    Quoted in Real Estate News, from my LinkedIn commentary

    Status · Jul 2026The deal closed in January 2026, ahead of schedule — but the 10-year thesis can't resolve yet. Early direction is consistent: Inman's February 2026 read was "Compass strikes at organized real estate — it really seems like war."
    Hit·Nov 2025·Compass v. Zillow

    Contrarian on the antitrust fight everyone called decisive: "Regardless of the outcome of this trial, I'm not sure anything changes" — a smarter path for the #1 portal is "less punitive [and] focused on business partnerships."

    A Strategic Analysis of the Compass v. Zillow Court Hearing · mikedp.com

    Resolved Mar 2026Near-textbook: on Mar 17, 2026 Zillow launched "Preview" to surface pre-market listings — exactly the less-punitive, accommodate-partners posture I argued for — and the next day Compass dropped its lawsuit, crediting Zillow's reversal.
    Open·Dec 2025·Google / Portals

    Google's listings test won't dethrone Zillow, but it pushes the #3–5 portals "further to irrelevancy" — and this time it's here to stay.

    Why Google's Listings Test Matters · YouTube

    Status · Jul 2026The "here to stay" half is trending true: after an early rollback over MLS-consent pushback, Google and HouseCanary relaunched with MLS buy-in and expanded to all 50 states in June 2026 (portal stocks fell on the news). No clear share loss at the #3–5 portals yet — so it's early.
    Open·Mar 2026·Rightmove (UK)

    Rightmove won't hit its 2028 goal of growing "strategic growth areas" to 20% of revenue — they're stuck near 7%.

    Rightmove's Revenue Diversification Challenge · mikedp.com

    Status · Jul 2026Two-plus years from the target and tracking short: FY2025 results show strategic growth areas at just £29.1M (~7% of revenue) with core still ~89%, and Rightmove has deferred its specific 2028 targets ("will take longer").
    Open·Mar 2026·Rocket / Zillow

    Rocket can win without Zillow losing — transactions are zero-sum, so its gains come out of the fragmented middle, not Zillow.

    Rocket Can Win Without Zillow Losing · mikedp.com

    Status · Jul 2026Early data leans this way: Zillow held its #1 rank with revenue up ~18% (traffic staying non-zero-sum), while the pressure landed on the middle — a study found Compass's post-Anywhere ecosystem taking 30–40% unit share in five major metros. Resolves on post-deal transaction share.
    Open·Mar 2026·AI / home search

    AI/conversational search won't become how people primarily search for homes — it's "circa 1%" of traffic, and "the future is conversational" is an opinion, not a fact.

    Deep Dive: The Redfin & Compass Deal · podcast

    Status · Jul 2026Open. Redfin and Realtor.com shipped ChatGPT integrations in early 2026, but no U.S. portal has yet disclosed in-product conversational-search traffic share to test whether it climbs past the low single digits.

    How this is scored. Each call is drawn from my published work — articles, talks, interviews, LinkedIn — and resolved against independent sources. Hit means the judgment proved right; Partial Hit, the thesis held but the timing or magnitude was off; Miss, I got it wrong; Open, not yet resolvable. Repeated calls count once, so nothing's padded by restatement — and inclusion turns on one test, specific enough to be proven right or wrong, applied regardless of outcome.