One developer moving a 99-table SaaS off Supabase Cloud saw all 228 row-level security policies fail silently until auth.uid() moved with the database. Any app that queries Postgres from the browser has to bring its auth and session layers across in the same cutover.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+5
- Incentives
- Insufficient
- Confidence50
Matt Palmer's scan found 170 of 1,645 Lovable showcase apps leaking data through inadequate Row Level Security, the same kind of gap Wiz found at Moltbook. Before launch, an AI-built app needs a review that tests the database rules behind its public key.
Reality
- Evidence50
- Adoption
- Insufficient
- Hype gap0
- Incentives35
- Confidence55
OpenAI now lets ChatGPT Plus and Pro subscribers spend their plan allowance inside tools from 16 launch partners, including Amp and Devin, via Sign in with ChatGPT. The model cost moves to the subscriber's plan, while tools like Dactyl keep billing credits for builds and assets.
Reality
- Evidence62
- Adoption38
- Hype gap+12
- Incentives64
- Confidence68
Detectify found 86% to 97% of open critical and high flaws on 1,293 customers' internet-facing systems had been exposed for more than 90 days. Its scanner confirmed each with a working attack request, so these are known, reachable flaws left to age.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+10
- Incentives60
- Confidence55
Two Smartly.io veterans have $13M and a thirteen-person team to replace the Salesforce-plus-tools stack with background agents, and they are chasing Attio and Clay while both sit on far larger war chests.
Reality
- Evidence40
- Adoption12
- Hype gap+35
- Incentives70
- Confidence45
Recorded Future says filtering, verification and training still blunt most AI phishing, with deepfaked voice and video the exception. Its advice is to stop treating a familiar face or voice on a call as proof of identity.
Reality
- Evidence45
- Adoption40
- Hype gap0
- Incentives45
- Confidence50
RevenueCat finds apps launched since 2025 share 3% of subscription revenue while launches run at 14,700 a month. AI-written code has moved the hard part of a new app to finding paying users, though some of that gap is only because younger apps have had less time to build up renewals.
Reality
- Evidence45
- Adoption60
- Hype gap+30
- Incentives
- Insufficient
- Confidence40
Anthropic's Claude Marketplace is live with more than 2,000 connectors and plugins, including ones published by Atlassian, Google, Microsoft and Salesforce. Each connector enabled from it adds a supplier that belongs in third-party and access reviews.
Reality
- Evidence40
- Adoption
- Insufficient
- Hype gap+15
- Incentives60
- Confidence45
Microsoft is splitting Copilot into Home, Code and Autopilot, with its always-on Autopilot agent entering private preview in late September. Autopilot agents carry their own identities and bill by usage, so tenant admins need access reviews and spend plans ready before the first instances arrive.
Perspective Coverage
5 publishers
- Builder
- Builder 33%
- Operator
- Operator 39%
- Investor
- Investor 28%
Reality
- Evidence60
- Adoption
- Insufficient
- Hype gap+35
- Incentives65
- Confidence60
McAfee says the WeedHack stealer's control server is dead and its renter dashboard gone, but ten impersonation sites and the search rankings behind them are still delivering victims.
Perspective Coverage
3 publishers
- Builder
- Builder 18%
- Operator
- Operator 77%
- Investor
- Investor 5%
Reality
- Evidence55
- Adoption40
- Hype gap+15
- Incentives55
- Confidence60
Microsoft put Copilot Managed Runtime into public preview, hosting code from three Copilot builders and third-party tools like Lovable inside the M365 tenant. For security teams the launch is a policy job over who may deploy code that reads tenant data.
Reality
- Evidence40
- Adoption20
- Hype gap+25
- Incentives80
- Confidence45
A single operator is distributing fake "desktop apps" for three US payroll platforms that have no desktop product. Each installer silently sets up ScreenConnect for unattended control of the payroll operator's machine, Allure Security found.
Reality
- Evidence60
- Adoption10
- Hype gap+20
- Incentives40
- Confidence55
OJ moves the file watcher, module graph and hot updates into a Rust binary and starts Node only for plugins. Lovable reports median sandbox acquisition dropping from 14.5 seconds to 3 seconds, and Vite's creator calls the headline cold-start benchmark somewhat misleading.
Reality
- Evidence45
- Adoption25
- Hype gap+25
- Incentives60
- Confidence50
Stripe says its top AI customers grew 175% in 2026, up from 120% a year earlier, with 48% of revenue earned outside their home markets. Whether that breaks the rule that B2B growth slows with scale depends on how Stripe picked the group.
Reality
- Evidence30
- Adoption55
- Hype gap+35
- Incentives75
- Confidence60
Fabian Hedin, Lovable's CTO, said two-thirds of the Fortune 500 use the tool because staff found it themselves, and put current revenue at $600m. The permissions work starts after the apps are running.
Reality
- Evidence32
- Adoption52
- Hype gap+36
- Incentives82
- Confidence46
Claude Marketplace groups connectors, partner products and consultants in one catalog, and eligible customers can direct part of an existing Anthropic commitment at the software listed there.
Reality
- Evidence52
- Adoption30
- Hype gap+8
- Incentives72
- Confidence60
SaaStr's recap puts a completed sale at $1.35B against a $17.5B private mark. The same recap reports a $1B round at $10B for Instinct, a company priced near $50M pre-money in April.
Reality
- Evidence27
- Adoption22
- Hype gap+30
- Incentives78
- Confidence33
Rune Kvist's startup wants to sell enterprises an audited, insured answer to who pays when an agent fails, and the round was announced in a podcast episode that names Cursor, Harvey, Lovable and ElevenLabs.
Reality
- Evidence42
- Adoption20
- Hype gap+35
- Incentives78
- Confidence45
At Dreamforce, Anton Osika said the argument over letting non-engineers ship software is finished. His evidence is automatic vulnerability scanning on every change and connector rules that limit data by who is logged in.
Reality
- Evidence30
- Adoption55
- Hype gap+38
- Incentives88
- Confidence45
The Series A led by Ribbit Capital takes AIUC's total funding to $55M, paying for quarterly audits of a standard that Cursor, Harvey, KPMG and four other named vendors certify against, and for a push up to frontier models.
Reality
- Evidence42
- Adoption38
- Hype gap+33
- Incentives90
- Confidence55
Earlier coverage
- Brighteye closes $72M on a thesis that learning software sells as productivity
Invest · September 15, 2026 · 1 publisher
- Ribbit puts $40M behind an AI agent trust mark that expires every quarter
Invest · September 15, 2026 · 1 publisher
- Lovable's security scanner clears an RLS policy that returns every customer's orders
Build · September 15, 2026 · 1 publisher
- Investors are pricing a head start that an acquirer's legal team can delete
Invest · September 12, 2026 · 1 publisher
- A month testing eight AI coding tools found Cursor's diff-reviewed agent mode the standout
Build · September 9, 2026 · 1 publisher
- ChatGPT Sites puts a publish button on five paid ChatGPT plans
Product · September 6, 2026 · 1 publisher
- Product Talk files AI evals alongside the customer interview as a discovery habit
Product · September 2, 2026 · 1 publisher
- Mostik's bridge splits the difference between a 753B and a 4B model at a twentieth of the cost
Product · September 2, 2026 · 1 publisher
- Producttalk.org's eval harness turns a 120-check comparison into three commands
Product · September 2, 2026 · 1 publisher
- An external audit is a slow way to learn your production database has a public form
Build · August 31, 2026 · 1 publisher
- Owner.com now routes 83% of new customers through a product it gives away free
Invest · August 30, 2026 · 1 publisher
- Mythos and Fable's regional cutoff put model availability on Europe's product risk register
Product · August 29, 2026 · 1 publisher
- Lovable's $400M round funds a move into the runtime its users already rent
Product · August 28, 2026 · 1 publisher
- Lovable's $400M round moves employee-built software onto the audit committee's agenda
Leadership · August 27, 2026 · 1 publisher
- Lovable will hand your published app to any AI assistant as a set of callable tools
Product · August 27, 2026 · 1 publisher
- Anthropic ships a price dial with its new model, and that is now the buying decision
Leadership · August 26, 2026 · 1 publisher
- Lovable's next product is your app's tool surface, served by a hosted MCP server
Build · August 26, 2026 · 1 publisher
- The AI deal frame flipped: buy at 15 times revenue, pay with paper marked at 40
Invest · August 23, 2026 · 1 publisher
- Meta shipped Pocket the day Gizmo died, and never had to buy anything
Product · August 21, 2026 · 3 publishers
- Northzone says the AI notetaker is dead. Its own portfolio is the tell
Invest · August 21, 2026 · 1 publisher
- Grok Build's real product is the X timeline, not the code generator
Build · August 20, 2026 · 1 publisher
- He scored "tier one" for AI use. His actual pipeline has at least seven jobs in it
Product · August 18, 2026 · 1 publisher
- Gartner: agent inference cost rises 5x by 2028, so budget per workflow, not per model
Build · August 18, 2026 · 1 publisher
- amber's 7mn-euro bet: the AI cost centre has moved upstream of the model
Product · August 17, 2026 · 1 publisher
- Chesky's own number: 159 of 175 YC companies are enterprise, and he sits on the board
Product · August 14, 2026 · 1 publisher
- Canva's $7.1bn markdown is an inference bill, not a mood swing
Product · August 14, 2026 · 1 publisher