Index
Content catalog for this wiki. Every page should appear here exactly once with a wikilink + one-line summary. Read this file FIRST when answering any query.
Update rule: every ingest MUST add the new/changed pages to the appropriate category below and bump their summaries if they changed materially.
People
- alon-huri — Managing Partner at team8; co-founder NEXT Insurance; ex-CTO Check (Intuit acq.); weekly Friday LinkedIn posts tracked as VC-perspective input.
- daniela — Account manager at harmony; subject of Saar’s AM Brain pilot; ~10-customer book is the AM capacity-expansion benchmark; surname unknown.
- david-george — a16z Growth investor whose software-market thesis is tracked as VC-perspective input.
- amit-frishberg — Monday mobile dev; built a web→mobile feature-port agent during monday-agents-month.
- ari-leshno — Sheba glaucoma specialist + head of eye-institute R&D; pitched the visual-field-tracking wedge with Sheba budget attached. (Renamed from former
haripage.) - guy-barkat — eToro biz-owner across APIs/Agent-Portfolio/App-Store; author/red-team voice for vertical-use-case-led Brain, revenue-cycle, AM, and prediction-markets threads; family link to brm.
- matan-amram — Construction PM / execution engineer; 10+ years at solel-boneh + akrstein; expert source on GC project management workflows and pain points.
- inbar-markovich — Monday; built Engy (always-on employee-sentiment agent that replaced a $60K survey contract).
- julien-bek — Sequoia Capital investor whose AI services/autopilot thesis is tracked as VC-perspective input.
- maor-naksh — known to Saar/Nizan; moving to notch; data point that vertical-Wonderful is pulling real operators.
- nizan-shifman — Monday; building Harmony; heavy daily Brain user; pushing AM and revenue-cycle Brain directions from Harmony/Monday operating evidence.
- nir-goldstein — VC investor (fund unknown); gave Harmony AM feedback; “grow the book of business AMs manage” remains the AM wedge’s investor-grade KPI.
- ofer-polivoda — Mixpanel regional revenue leader; Guy’s AM benchmark and primary operator source for AM/CS pain discovery.
- ofri-avivi — Cymulate renewal manager; operator source on renewals workflow, customer-health truth, and pre-renewal rescue timing.
- ran-levy — Fiverr customer-success leader; operator source on B2C marketplace CS, high-volume seller coaching, and AI-augmented CSM workflows.
- roy-keren — Salesforce Account Executive and operator source for the account-management / GTM AI workflow thesis.
- saar-arbel — Monday; builder/owner of the Brain prototype; co-driver of vertical-use-case-led, revenue-cycle, AM, and construction POC exploration.
- sefi — Construction contact Nizan planned to schedule for a deeper construction-management interview.
- shiran-navi — Monday HR leader; published the agentic-week recap referenced for use-case mining.
- tomer-shalom — Miami pre-IPO investor; owner of Maccabi Netanya; trigger for the prediction-markets thread.
- tubel — Monday exec covering R&D + Product; surname unknown; appears in the Cyprus alignment anecdote.
- yael — Sheba ophthalmology resident; built the 30-min Claude MVP behind ari-leshno’s pitch.
- yoni — Monday senior exec (likely CEO/founder); surname unknown; the upcoming pitch target for the Brain.
- yuval-ovadia — Monday; built Simona (AI candidate-matching agent saving ~600 hr/yr).
Companies
- a16z — Venture-capital firm tracked here as a VC-perspective publisher under the
investor-thesispattern. - akrstein — Israeli GC and precast manufacturer; matan-amram’s current employer; smaller than solel-boneh.
- almogim — Large Israeli GC run by a friend of Saar; first construction design partner via the exec-visibility Brain POC.
- alta — “Wonderful for revenue cycle” (Stav and team); reference for the vertical-Wonderful pattern.
- anthropic — Foundation lab; API + coding-agent led (30B by Apr 26, $70B 2028 forecast); the model behind Claude Code, Cursor, and the Brain prototype.
- antara — investor; team chose to defer the meeting until pitch is sharper.
- axonius — Israeli cybersecurity unicorn; CTO meeting Guy for directions input on Wed eve.
- brm — Guy’s family VC (father owner/MP, uncle Eran SaaS partner); future intro pipeline.
- buildots — ConTech ★ focus company; CV progress-tracking ($166M, TLV); acquired genda Oct ‘25; the incumbent the construction-wedge analysis pivots on.
- cursor — AI coding-agent IDE; daily-driver harness; pricing-model template (~20% margin on tokens).
- cymulate — Cybersecurity SaaS company where ofri-avivi runs renewals; operator case study for renewal-risk workflows and CS/customer-health visibility.
- deutsche-bank — Global German universal bank; inbound partnership interest in etoro (parallel with Papaya); anchor demand-side example for connect-businesses-multi-vertical-api.
- discount-bank — Israeli bank; reported wonderful deployment reference anchoring the FDE/service-to-platform debate.
- doxel — “Waze for construction”; CV predictive analytics for delay/cost/quality ($56.5M); capture-lane competitor to buildots.
- entree-capital — Israel-rooted early-stage VC ($1.5Bn AUM, 18 unicorns); first VC-publisher entry; tag pattern
investor-thesis. - etoro — Guy Barkat’s employer; archetype chaotic enterprise; recently migrated company-wide to MS Outlook.
- fiverr — Freelance-services marketplace; ran-levy’s CS organization is a B2C seller-success benchmark for the AM/CS wedge.
- genda — Construction logistics/workforce tracking; acquired by buildots Oct ‘25 — the capture-layer consolidation tell.
- glean — Enterprise search/RAG competitor; claims to have solved query-time permissions (verify).
- gong — Revenue intelligence platform; adjacent to AM Brain, but operator feedback says call intelligence is baseline and still misses relationship/business context.
- grab — SEA super-app; broader-category-expansion peer of wolt (food → taxis → travel → financial services); international evidence for connect-businesses-multi-vertical-api.
- harmony — Self-improving voice agent for call centers, built inside Monday by Nizan; primary Brain case study and revenue-cycle experiment ground.
- idx — US healthcare-AI; cited as the FDA-clearance precedent (output framed as “scan is normal” rather than diagnosis).
- kalshi — US-regulated prediction market; sports betting now its largest volume; targeted by regulators.
- kameleon — Israeli EHR monopoly (“junk monopoly” per Ari Leshno); structural barrier to clinical data portability.
- meitav — Israeli financial-services group; reported reference customer for unnamed context-AI startup referred to brm.
- mixpanel — Product analytics platform; ofer-polivoda’s employer and the strongest operator case study for AM/CS workflow pain.
- monday — Workplace platform; host org for the Brain prototype, Harmony, monday-agents-month, and closed-loop GTM evidence.
- notch — “Wonderful for regulated industries / call centers”; hiring maor-naksh; reference for vertical-Wonderful.
- openai — Foundation lab; consumer-led ($25B annualized, 60% consumer subs); 9M+ paid enterprise seats; losing relative ENT share to Anthropic per ETR.
- openspace — 360° hardhat jobsite capture + ClearSight progress ($199M); capture-lane competitor to buildots.
- osher-ad — Israeli discount supermarket; rumored car-sales (Sportage); part of the Israeli low-tech retail trend cluster anchoring connect-businesses-multi-vertical-api.
- papaya-global — Israeli-founded global payroll; “global Hilan”; building a wallet, partnering with etoro for investment infra. Anchor demand-side example for the connect-businesses thesis.
- permitflow — AI construction-permitting; $54M Series B (Accel, Dec ‘25); evidence the permitting lane is no longer whitespace.
- plaid — US fintech infra; canonical unified-API-for-banking template ($15B+); single-vertical reference for connect-businesses-multi-vertical-api.
- planera — AI construction scheduling + delay recovery (~$8M, Oct ‘25); the “recovery” lane filling in.
- polymarket — Crypto-native prediction market; sports volume + recent Spain block central to the regulatory thesis.
- rami-levy — Israeli supermarket aggressively expanding categories (airline → cellular → cars); load-bearing data point for the connect-businesses why-now.
- render-ai — AI-services company publicly arguing FDE doesn’t scale; platform-from-day-one counter-narrative to wonderful.
- salesforce — Enterprise CRM and Slack owner; incumbent benchmark for AI-native GTM workflows in the account-management thesis.
- sequoia-capital — Venture-capital firm tracked here as a VC-perspective publisher under the
investor-thesispattern. - sheba — Major Israeli teaching hospital (Tel Hashomer); funder + clinical reference for the ari-leshno glaucoma-tracking pitch.
- sierra — Bret Taylor’s enterprise-agent company; most credible Fortune-500 competitor; ~$1B raise per Nizan.
- solel-boneh — One of Israel’s largest GCs; previous employer of matan-amram; benchmark for Israeli construction industry scale and workflows.
- snaptrade — Plaid-equivalent for trading platforms; powers etoro’s third-party-app reach (Seeking Alpha → eToro). Second template for connect-businesses-multi-vertical-api.
- team8 — Israeli venture-builder/foundry; alon-huri’s firm; second VC entry; tag pattern
investor-thesis. - user-interviews — Paid participant-recruiting platform selected as a tactical source for high-cadence user discovery.
- versatile — CraneView: under-the-hook crane IoT + camera jobsite insights ($106M, TLV/Los Altos); capture-lane competitor.
- victory — Israeli supermarket selling apartments; same-day Israeli-retail trigger anecdote alongside Rami Levy/Osher Ad for the connect-businesses thesis.
- winner-toto — Israel’s state-monopoly sports bookmaker; anchor incumbent for the prediction-markets play.
- wolt — Distribution-rich delivery / super-app platform; primary demand-side archetype for the connect-businesses thesis.
- wonderful — Template/pattern for vertical-use-case-led Brain; Discount deployment and FDE-vs-platform model anchor the service-to-platform debate.
- zeiss — German optics + medical-devices incumbent; Forum software / Humphrey perimeter / OCT — the lock-in pattern the visual-field wedge attacks.
Meetings
- 2026-05-06-brain-os-strategy-brainstorm — Saar/Guy/Nizan brainstorm on Brain product positioning, competitive landscape, and Yoni pitch prep.
- 2026-05-19-saar-leshno-glaucoma-data-tracking — Saar/Guy meet ari-leshno (Sheba); glaucoma visual-field tracking pitch + Sheba partnership offer.
- 2026-05-27-directions-vertical-pivot-and-prediction-markets — Directions sync: vertical use-case-led Brain reframe + exploratory prediction-markets-regulatory-play tangent.
- 2026-05-31-directions-connect-businesses-and-brain-scaling — Directions sync: NEW connect-businesses (multi-vertical unified API) thesis + Brain-scaling concerns and harness-as-moat reframe.
- 2026-06-02-directions-account-management-vertical — Directions sync: Account Management / Customer Success converged as primary Brain vertical; Daniela pilot demo; agentic CRM architecture debate.
- 2026-06-04-directions-matan-construction — Expert interview with matan-amram; construction PM workflow mapped; “context OS for construction” and subcontractor-side opportunity surfaced.
- 2026-06-13-directions-revenue-cycle-and-construction-poc — In-person directions session at Guy’s house: revenue-cycle Brain thesis opened; AM and construction POC compared as narrower wedges.
- 2026-06-14-directions-from-home-strategy-brain-dogfooding — Directions strategy session comparing revenue-cycle Brain, AM/CS, construction, and Brain dogfooding; ended with interview-first validation rather than a vertical decision.
- 2026-06-15-directions-ofer-polivoda-am-operator-interview — Operator interview with ofer-polivoda on AM/CS day-to-day work, tool gaps, relationship intelligence, and account-specific planning.
- 2026-06-16-directions-ofri-avivi-renewals-operator-interview — Operator interview with ofri-avivi on cymulate renewals, customer-health visibility, CS handoffs, and timing-driven churn prevention.
- 2026-06-16-directions-ran-levy-fiverr-cs-operator-interview — Operator interview with ran-levy on fiverr’s B2C seller-success model, high-volume CSM load, AI tooling baseline, and human+context value.
- 2026-06-20-directions-planning-the-week-18-30 — Strategy/planning session that chose vertical-product discovery over generic Brain debate, introduced human-in-the-loop-accountability, and set a high-cadence user-interview sprint.
- 2026-06-21-directions-roy-keren-salesforce-gtm-ai-interview — Operator interview with roy-keren on salesforce AE workflow, Slack Bot, and the AM/revenue-team AI gaps left after advanced account-prep automation.
Sources
- 2026-01-09-alonhuri-linkedin-vibe-acting — alon-huri LinkedIn (Jan 2026); “Vibe Acting” thesis: agents that take real-world actions; LLM-giant ceiling argument as the entrepreneurship opening.
- 2026-01-30-alonhuri-linkedin-full-stack-ai — alon-huri LinkedIn (Jan 2026); Full-Stack AI: don’t sell hammers, open the carpentry shop. Services-to-AI migration with data-loop + distribution-engine moats.
- 2026-03-05-sequoia-services-the-new-software — sequoia-capital article by julien-bek; services-as-new-software/autopilot thesis: sell completed work, start with outsourced intelligence-heavy tasks, and capture services/labor budgets.
- 2026-03-06-alonhuri-linkedin-saas-is-dead-ai-native-agency — alon-huri LinkedIn (Mar 2026); SaaS is dead. AI-Native Agency model with 15 named regulated-profession verticals.
- 2026-03-23-a16z-two-paths-left-for-software — a16z Growth article by david-george; software companies must either add 10+ points of AI-native growth or rebuild to 40-50% true operating margins; living context layers and token-path pricing are key operating implications.
- 2026-05-01-entree-capital-enterprise-ai-spend-map — entree-capital VC market map (May 2026); enterprise AI spend 370–440B by 2030; vertical AI + SLMs gain share, embedded AI loses share; foundation labs capture ~42%.
- 2026-05-09-alonhuri-linkedin-ai-native-company — alon-huri LinkedIn (May 2026); real AI-native company = organizational operating system; closed-loop, queryable, agents-as-employees framing.
- 2026-05-16-alonhuri-linkedin-ai-native-growth-hacking — alon-huri LinkedIn (May 2026); marketing is the last unsolved AI bottleneck; growth-hacking-as-autonomous-closed-loop must be GTM core from day 1.
- 2026-06-08-contech-funnel-brief — internal ConTech landscape/white-space brief; five-stage build funnel, funded players, buildots focus; basis for the construction-vertical analysis.
Topics
- almogim-exec-visibility-poc — Concierge exec-visibility Brain for almogim (Outlook + uploads + Hebrew chat); now sourced by the 2026-06-13 directions discussion.
- account-management-vertical — AM/CS/renewals wedge: expand book-of-business through relationship intelligence, renewal-risk timing, account-specific future planning, scaled CS, and automation of reactive prep/follow-up.
- agent-native-go-to-market — Thesis that the Brain must be queryable by agents from day 1; now includes the revenue-cycle / closed-loop GTM variant.
- clinical-data-portability — Cross-clinic chronic-disease data fragmentation; concrete entry: glaucoma visual fields; generalizable to diabetes / hypertension.
- connect-businesses-multi-vertical-api — NEW exploratory direction (Guy, 2026-05-31): Plaid-style multi-vertical unified API + bundled compliance for distribution-rich platforms. Non-Brain.
- construction-margin-protection-wedge — Recommended construction entry: margin-protection Brain over tender→execution→change-order document seams; exec-visibility POC may be the access path.
- construction-project-management — Construction GC PM workflows plus emerging exec-level visibility pain; candidate vertical for the Brain.
- contech-competitive-landscape — Funded-player map across the build lifecycle; capture lane crowded, document/margin seam open; web-verified.
- context-os-brain — LLM-maintained company wiki + ingest pipeline; must now be output-first and actively clarified, not just passive context storage.
- foundation-labs-monetization-shift — OpenAI consumer-led vs Anthropic API/coding-led split; matters for which lab’s flywheel a vertical wedge rides.
- full-stack-ai-vertical-services — Most aggressive cut of vertical-use-case-led-brain: be the regulated service provider, not its software vendor. Anchored by Alon Huri and now cross-validated by Sequoia’s autopilot/services thesis.
- human-in-the-loop-accountability — Trust layer for Brain products: important knowledge becomes reliable when humans approve, reject, or sign off on AI-inferred state.
- monday-agents-month — Monday’s ~3,000-agent program; near-term use-case mining ground for Brain-shaped workflows.
- prediction-markets-regulatory-play — Exploratory thesis on regulation-grade sports prediction markets sitting behind incumbents like Winner-Toto.
- renewals-management-wedge — AM/CS sub-wedge focused on renewal-risk timing, customer-health truth, and pre-renewal rescue workflows.
- revenue-cycle-brain — New candidate direction: closed-loop GTM/revenue Brain over marketing, sales, product, support, AM, and retention signals.
- slm-default-and-fine-tuning — Gartner: SLMs 3x LLMs in enterprise by 2027; domain-tuned small models as the infrastructure-side moat for vertical plays.
- software-refounding-pressure — Public-software pressure thesis: companies stuck between slowing growth and weak true margins must choose AI-native product growth or radical margin rebuilds.
- top-down-bottom-up-alignment — Org dysfunction the Brain addresses: CEO priorities → IC delivery, with bidirectional latency reduction.
- user-discovery-cadence — Operating discipline for the directions search: compress many user interviews into each week so real pain beats abstract Brain debate.
- vertical-ai-tam — 450B SaaS plus services-budget framing; the load-bearing TAM argument for vertical-use-case-led-brain.
- vertical-use-case-led-brain — Strategic reframe: sell vertical workflow output first; current candidates are AM/scaled CS, revenue-cycle, and construction exec visibility.
- vitamin-vs-painkiller-framing — Central strategic dispute; 2026-06-13 sharpened the rule that output, not context storage, is the painkiller.
Hypotheses
- agents-weaken-software-moats — Assumption that agents reduce the defensibility of data, integration, workflow, and UI moats in incumbent software.
- ai-native-products-must-move-company-growth — Assumption that AI-native products only matter strategically when they can move total company growth, not when they are thin feature add-ons.
- autopilots-capture-services-budget — Assumption that AI-native autopilots selling completed work can capture services and labor budgets rather than only software-tool budgets.
- copilots-converge-into-autopilots — Assumption that AI copilots and autopilots converge as domain data turns more professional judgment into automatable intelligence.
- intelligence-heavy-work-automates-before-judgement-heavy-work — Assumption that rule-bound intelligence work reaches autonomous AI viability before judgment-heavy professional work.
- living-context-layers-become-ai-infrastructure — Assumption that AI-native companies need continuously maintained context layers built from workflows, docs, transcripts, systems, and evals.
- outsourced-intelligence-work-is-best-autopilot-wedge — Assumption that outsourced, intelligence-heavy work with an existing outcome budget is the best first wedge for AI autopilots.
- seat-based-saas-pricing-erodes — Assumption that AI labor efficiency will pressure seat-based SaaS pricing as customers reduce human-seat budgets.
- token-usage-outcome-pricing-captures-ai-growth — Assumption that AI software growth shifts toward tokens, usage, automations, outcomes, completed work, and machine-driven workflows.
Decisions
- 2026-06-20-run-high-cadence-user-discovery-sprint — 2026-06-20 decision to run a dense user-discovery sprint across AM, construction, and real-estate candidates using warm intros plus user-interviews.
- 2026-06-20-vertical-product-over-generic-brain — 2026-06-20 decision to prioritize a vertical product using Brain plus human accountability, rather than a horizontal company-brain platform.