Research by Ali Abouelatta # Field notes. What agents can find. What they can use. What the evidence actually says. Notes 49 Collections 8 Last updated Oct 7, 2026 - [By Ali Abouelatta](https://www.lazyweb.com/authors/ali-abouelatta) - 49 notes [Read as Markdown](https://www.lazyweb.com/blog.md) [Newest · Practical guide · Oct 7, 2026 ## How to measure agent traffic without counting the wrong thing A worksheet for separating crawler requests, page reads, tool use, and verified outcomes. Read the note](https://www.lazyweb.com/agent-readiness/measure-agent-traffic) 48 more notes ## Every field note - Practical guide · Oct 7, 2026 ### [Turn agent questions into useful marketing pages](https://www.lazyweb.com/gtm/agent-questions-to-content) A worked, fictional example of choosing a page, checking its claims, and measuring what changed. - Practical guide · Oct 7, 2026 ### [A WebMCP analytics implementation checklist](https://www.lazyweb.com/webmcp/guides/webmcp-analytics-checklist) Verify tool discovery, invocation, failures, and outcomes without counting your own tests as adoption. - Original research and operator guide · Sep 21, 2026 ### [Use Your Prior Role to Choose a Sharper First Product Test](https://www.lazyweb.com/startups/founder-history-can-define-product-wedge) A screen of 1,586 YC company descriptions and 50 source-reviewed examples shows how prior work can inform a concrete product test, without treating a résumé as proof of demand. - Original research and operator guide · Sep 21, 2026 ### [A YC directory row is not a prospect until it passes the identity gate](https://www.lazyweb.com/startups/yc-directory-identity-gate-before-prospecting) A reproducible nine-cohort YC snapshot shows when a listed website stays on the same host, moves within the same domain, or needs a manual identity check after a cross-domain redirect. - Original research · Sep 20, 2026 ### [How to measure agent distribution: a 1,752-row WebMCP census](https://www.lazyweb.com/agent-readiness/measure-agent-distribution-without-counting-registrations) A passive census of 1,752 YC and Speedrun entries found four native registrations in default Chrome and 23 with experimental features. What those counts establish, and what still needs measurement. - Research article · Sep 19, 2026 ### [AEO vs SEO: what the studies actually measure](https://www.lazyweb.com/blog/aeo-vs-seo-what-the-studies-actually-measure) A source-led decision guide separating SEO eligibility, AI visibility, citations, clicks, and conversion using Google, Pew, Seer’s 2026 cohort, and the KDD 2024 GEO paper. - Research reading list · Sep 19, 2026 ### [Profound’s AEO research: a reading list with the disagreements left in](https://www.lazyweb.com/blog/profound-aeo-research-reading-list) A skeptical, source-led reading list for Profound’s prompt, citation, volatility, intent, structural, and Reddit studies, with exact reported numbers and methodological limits. - Product review research · Sep 19, 2026 ### [Profound, Gauge, and AirOps: what the public reviews actually support](https://www.lazyweb.com/blog/profound-gauge-airops-public-reviews) A bounded review-based comparison of Profound, Gauge, and AirOps using full TrustRadius evidence, clearly relevant Gauge AI reviews, Product Hunt feedback, and AirOps current-user excerpts without declaring a universal winner. - Research methods article · Sep 19, 2026 ### [If AI citations move 40%–60% in a month, how many runs should an experiment need?](https://www.lazyweb.com/blog/citation-volatility-experiment-sample-design) An experiment-design article using Profound, AirOps, and recent measurement research to explain citation drift and a clearly synthetic sample-size example. - Original analysis of archived observations · Sep 19, 2026 ### [WebMCP status is not platform-neutral](https://www.lazyweb.com/blog/platform-concentration) Shopify Liquid accounts for 1,938 of 2,236 native-registration-labelled records in the September snapshot. The platform mix changes how to read the average. - Original analysis of archived observations · Sep 19, 2026 ### [A WebMCP registration is not an execution](https://www.lazyweb.com/blog/registration-is-not-execution) An audit of captured names, raw tool counts, duplicate entries and inactive states in the September WebMCP snapshot. - Operator research · Sep 19, 2026 ### [What to learn from Sam Blond about GTM in 2026](https://www.lazyweb.com/gtm/sam-blond-gtm-2026) Five operating decisions from Sam Blond’s public interviews: customer selection, pipeline, first sales hires, AI’s role, and launch distribution. - Practical guide · Sep 19, 2026 ### [Context Hints in ChatGPT Ads Aren't Keywords](https://www.lazyweb.com/chatgpt-ads/chatgpt-ads-context-hints-not-keywords) Distinguishes context hints (business facts) from delivery instructions (targeting), with a worked hypothetical brief turned into three hints tagged FACT/ASSUMPTION and a checklist. - Practical guide · Sep 19, 2026 ### [Why Your ChatGPT Ads Conversions Number Can Move With No Campaign Change](https://www.lazyweb.com/chatgpt-ads/chatgpt-ads-conversion-totals-shift) Why identical campaign activity can produce different reports: processing delay, conversion timing and reporting settings, with worked examples. - Practical guide · Sep 19, 2026 ### [What Your Ad Landing Page Must Expose to OpenAI's Crawlers](https://www.lazyweb.com/chatgpt-ads/chatgpt-ads-crawler-access) A crawler-access diagnostic that separates robots permission, CDN rules, application challenges and actual responses, with a concise engineering handoff. - Practical guide · Sep 19, 2026 ### [ChatGPT Ad Units vs. Sponsored Agents: What's Live vs. What's Alpha](https://www.lazyweb.com/chatgpt-ads/chatgpt-ads-units-vs-sponsored-agents) A dated comparison of standard ChatGPT ads, Sponsored Agents alpha and the separate ad-management features announced in September. - Practical guide · Sep 19, 2026 ### [A Founder's First ChatGPT Ads Measurement Plan (A Worksheet, Not a Benchmark)](https://www.lazyweb.com/chatgpt-ads/chatgpt-ads-first-measurement-plan) A six-row decision worksheet (conversion event, Pixel/API, attribution window, time basis, observation period, discrepancy triage) demonstrated with a fictional startup's worked example, no invented benchmarks. - Primary source guide · Sep 19, 2026 ### [WebMCP vs MCP-B vs server-side MCP: which layer should a founder choose?](https://www.lazyweb.com/webmcp/guides/webmcp-vs-mcp-b-vs-server-side-mcp) A founder decision guide separating the browser WebMCP API, the MCP-B runtime and bridge, and ordinary server-side MCP. - Primary source guide · Sep 19, 2026 ### [10 WebMCP resources worth reading](https://www.lazyweb.com/webmcp/guides/webmcp-resources) A source-led reading list covering the WebMCP proposal, Chrome's current experiment, MCP-B, server-side MCP, and OpenAI's documented Site Tools surface. - Original analysis · Sep 19, 2026 ### [.com still leads.ai across nine YC cohorts](https://www.lazyweb.com/startups/yc-domain-mix-across-nine-cohorts) A current snapshot of listed website TLDs across 1,586 YC directory rows, with.com and.ai counts kept separate from launch-time history or adoption claims. - Original analysis · Sep 19, 2026 ### [YC S26 lists 56 industrial companies, up from 15 in S25](https://www.lazyweb.com/startups/yc-s26-industry-composition-vs-s25-s24) A current YC primary-industry comparison of Summer 2026 against Summer 2025 and Summer 2024, using consistent primary-industry fields and visible cohort denominators. - Original analysis · Sep 19, 2026 ### [Same-origin scanning missed docs links on 202 YC homepages](https://www.lazyweb.com/agent-readiness/same-origin-scan-missed-yc-docs-links) On the same 1,515 fresh homepage responses, including other-origin links raises docs/developer matches from 188 to 390 companies, while pricing rises from 374 to 381. - Original analysis · Sep 19, 2026 ### [All 70 YC homepages linking llms.txt had meta descriptions](https://www.lazyweb.com/agent-readiness/yc-agent-links-alongside-seo-basics) All 70 homepages advertising llms.txt also expose meta descriptions; 67 have canonical links. A fresh, uncapped comparison with ordinary metadata and on-origin versus offsite discovery. - Guide · Sep 19, 2026 ### [How do you diagnose a tool that works behind a Chrome flag but not in an origin trial?](https://www.lazyweb.com/webmcp/guides/diagnose-webmcp-flag-versus-origin-trial-failure) A deployment-first checklist for separating local WebMCP flag success from origin-trial, token, response, and page-policy failures. - Guide · Sep 19, 2026 ### [Which MCP transport should a new remote server choose: stdio, Streamable HTTP, or legacy SSE?](https://www.lazyweb.com/webmcp/guides/choose-mcp-transport-for-a-new-remote-server) A founder-facing transport decision for local servers, hosted MCP services, and named legacy-client compatibility. - Guide · Sep 19, 2026 ### [How can a CDN or WAF break Streamable HTTP even when JSON-RPC works locally?](https://www.lazyweb.com/webmcp/guides/debug-streamable-http-behind-a-cdn-or-waf) A safe edge-debugging runbook for methods, headers, buffering, timeouts, request bodies, Origin checks, and scoped proxy changes. - Guide · Sep 19, 2026 ### [Shopify Cart MCP or Checkout MCP: where should a merchant require credentials?](https://www.lazyweb.com/webmcp/guides/shopify-cart-or-checkout-where-credentials-begin) A documentation-derived commerce guide separating anonymous exploration, checkout preparation, purchase permission, and merchant handoff. - Guide · Sep 19, 2026 ### [Which cross-origin iframe cases require allow=tools and which must fail?](https://www.lazyweb.com/webmcp/guides/cross-origin-iframe-webmcp-allow-tools-matrix) A permission-boundary guide for top-level, same-origin, and cross-origin WebMCP frames, with safe policy and authorization checks. - Research article · Sep 19, 2026 ### [Should a founder treat Google's dedicated generative-AI Search Console report as an impression report, not a citation report?](https://www.lazyweb.com/aeo/google-generative-ai-search-console-report-impressions-not-citations) A current-source guide to what Google’s dedicated generative-AI Search Console report measures, what it does not, and how founders should pair it with behavior and answer evidence. - Research article · Sep 19, 2026 ### [Which ChatGPT Ads attribution window fits a seven-day versus ninety-day buying cycle?](https://www.lazyweb.com/chatgpt-ads/chatgpt-ads-attribution-window-seven-day-versus-ninety-day-buying-cycle) A fit-based attribution decision for short and long buying cycles using OpenAI’s current 7/14/30-day click windows and 0/1-day view-through settings. - Guide · Sep 19, 2026 ### [What makes a product catalog crawlable enough for a feed campaign?](https://www.lazyweb.com/chatgpt-ads/chatgpt-ads-product-catalog-feed-readiness) A documentation-derived readiness guide for product data, image hosts, landing pages, robots, WAF/CDN, authentication, rate limits, and feed reporting. - Guide · Sep 19, 2026 ### [How should a directory test canonical, noindex, and redirect changes safely?](https://www.lazyweb.com/seo/directory-canonical-noindex-redirect-changes-safely) A documentation-derived migration guide for choosing redirects, rel=canonical, sitemap inclusion, noindex, and observation steps across a directory URL family. - Article · Sep 19, 2026 ### [When does a first customer require manual service rather than more product?](https://www.lazyweb.com/gtm/when-does-a-first-customer-require-manual-service-rather-than-more-product) A founder decision on when manual customer work is useful product discovery, when it becomes hidden agency labor, and when to productize the boundary. - Article · Sep 19, 2026 ### [Should a builder improve the agent harness before changing models?](https://www.lazyweb.com/gtm/should-a-builder-improve-the-agent-harness-before-changing-models) A failure-first decision guide for choosing between context, tools, state, evaluators, permissions, and a model change. - Article · Sep 19, 2026 ### [Are model price drops a reason to compete on workflow rather than inference cost?](https://www.lazyweb.com/takes/are-model-price-drops-a-reason-to-compete-on-workflow-rather-than-inference-cost) A dated cost snapshot and founder decision on whether falling inference prices should change pricing, reliability, workflow scope, or moat. - Company case analysis · Sep 19, 2026 ### [What can a founder actually copy from Basis's model-routing and reviewability story?](https://www.lazyweb.com/takes/basis-model-routing-and-reviewability) A bounded company-case analysis of routing, reviewable outputs, and workflow-specific evaluation, with vendor claims kept attributed. - Curated directory · Sep 19, 2026 ### [Which primary AI economy datasets can a founder actually reuse?](https://www.lazyweb.com/takes/primary-ai-economy-datasets-for-founders) A practical directory of primary AI-economy datasets and public data products, with dates, access terms, usable questions, and explicit boundaries. - Comparison · Sep 19, 2026 ### [Cranston, Balance and Arden: three different businesses hiding inside AI accounting](https://www.lazyweb.com/startups/ai-accounting-cranston-balance-arden) A founder-facing comparison of tax-prep software, outsourced AI accounting, and internal-audit automation, with responsibility boundaries and a worked Cranston pricing model. - Comparison · Sep 19, 2026 ### [Prism vs Perfectly: hire a recruiting agency or buy the recruiting workflow?](https://www.lazyweb.com/gtm/prism-vs-perfectly-recruiting-agency-or-workflow) A recruiting comparison with Prism's dated launch pricing, a worked fee example, and the workflow questions to compare with Perfectly. - Comparison · Sep 19, 2026 ### [Clicks Health, Novoflow and Amera are not selling the same healthcare agent](https://www.lazyweb.com/startups/clicks-novoflow-amera-healthcare-agents) A healthcare procurement comparison separating provider back-office agents, computer-use EHR deployment, and payer claims infrastructure. - Comparison · Sep 19, 2026 ### [Caseflood vs Concorda: legal AI before the case and during the case](https://www.lazyweb.com/startups/caseflood-vs-concorda-legal-ai) A legal-AI comparison separating intake and client conversion from litigation execution, with Concorda's public Team-plan arithmetic and Caseflood's managed-service boundary. - Comparison · Sep 19, 2026 ### [Logistics is not one product: Getcho, burnt, Pango, or Agent Astra?](https://www.lazyweb.com/gtm/logistics-getcho-burnt-pango-agent-astra) A logistics comparison separating delivery reliability software, food-distribution operations, e-commerce post-purchase infrastructure, and operated freight. - Comparison · Sep 19, 2026 ### [Should you buy Crouton or build your own living ownership map?](https://www.lazyweb.com/startups/crouton-buy-vs-build-living-ownership-map) A founder decision model for choosing a static org chart, an internal allocation layer, or Crouton when customer ownership changes across teams. - Analysis · Sep 19, 2026 ### [What can a CPA firm calculate from Cranston’s per-return pricing?](https://www.lazyweb.com/startups/cranston-per-return-pricing-worked-model) A dated worked model for comparing Cranston’s public per-book and per-return rates with a CPA firm’s own preparation and review economics. - Comparison · Sep 19, 2026 ### [Should your construction AI start in the design model or the field report?](https://www.lazyweb.com/startups/archilabs-opusense-construction-workflow-wedge) A construction-market comparison that separates ArchiLabs design automation from Opusense field reporting by buyer, input, deliverable, timing, and price. - Comparison · Sep 19, 2026 ### [Should your agent use Airweave or Crustdata for context?](https://www.lazyweb.com/gtm/airweave-crustdata-agent-context-boundary) A founder architecture and buying comparison between Airweave’s private-workspace retrieval and Crustdata’s external people, company, and web data. - Analysis · Sep 19, 2026 ### [What does a founder buy versus configure in Bolna’s voice-agent stack?](https://www.lazyweb.com/gtm/bolna-buy-configure-voice-agent-stack) A voice-agent stack comparison that separates Bolna’s documented infrastructure from the workflow, handoff, and unit-economics decisions the buyer still owns. - Research and comparison · Sep 19, 2026 ### [Which YC companies are the most useful public industrial-software peers for a founder?](https://www.lazyweb.com/startups/yc-industrial-software-peers-by-buyer-and-deployment) Six YC industrial-software peers mapped to buyer, deployment boundary and the first proof a founder can test. Includes a dated 56-company homepage-link analysis.