Enterprise

Industrial automation startup Path Robotics raises $300M in funding (opens siliconangle.com)

Path automates industrial welding; Georgian led, joined by a consortium including Yamaha Motor's venture arm.

Mercor raises $750M at $20B valuation to take AI agent evaluation to enterprises (opens siliconangle.com)

Mercor supplies human experts to train and evaluate AI models, drawing on a network of more than 5 million domain experts.

Amazon saves millions by replacing Sonnet 4.6 with Strands Decider (opens strandsagents.com)

Strands (AWS) says Amazon replaced Sonnet 4.6 with its Strands Decider in an agent workflow and saved millions; 689 points and 242 comments on HN.

An analysis of the tech job market in late 2026: product managers seem to be benefiting most in the AI era, demand for engineers is plateauing (opens lennysnewsletter.com)

An analysis of the tech job market in late 2026: product managers seem to be benefiting most in the AI era, demand for engineers is plateauing, and more — PMs are winning, engineers are plateauing, designers are hurting, and the biggest AI hiring boom isn't in software

Dreeze launches with $33M to recover entire cloud applications, not just their data (opens siliconangle.com)

Dreeze's 'Application Revival' restores whole cloud applications after an outage, not only their data.

AI-driven managed security startup Daylight raises $80M on 40-fold revenue growth (opens siliconangle.com)

The WSJ says Goldman Sachs Alternatives led the Series B at a ~$400M valuation; Daylight says revenue grew more than 40-fold in a year.

Show HN: Aircad – Professional drafting and 3D modeling in the browser (opens aircad.com)

Browser CAD with NURBS solid modeling and AI integration, from a Show HN.

OpenAI rolls out new business profiles, making ChatGPT just a little bit more like Google (opens techcrunch.com)

Businesses in ChatGPT (beta) lets businesses claim verified profiles and see how often ChatGPT mentions them; US e-commerce and online-service firms can launch their own agents.

Investing in General Translation (opens a16z.news)

a16z's own announcement that it is leading General Translation's Series A.

Anthropic launches Claude Meetings to turn workplace discussions into plans and tasks (opens techcrunch.com)

Anthropic also announced Claude Whiteboards, Sheets and Data the same day; Claude Meetings drafts plans and timelines as participants talk.

AI hardware startup Nominal triples valuation to $3B in 8 months (opens techcrunch.com)

Nominal sells an AI platform for hardware engineering and names Anduril as a major customer; the round triples its valuation to $3B in 8 months.

Cowbell unveils AI liability insurance for small businesses that deploy AI agents (opens siliconangle.com)

A standalone policy for US small and midsized businesses covering losses caused by the AI agents they deploy.

AI security startup Bay launches with $50M to vet agent actions before they run (opens siliconangle.com)

Bay lets enterprises vet each action an AI agent tries to take before it runs.

Zendesk moves to pay-per-result AI pricing with its new Outcome AI Platform (opens thenextweb.com)

Zendesk will charge for problems solved rather than per seat, one of the first large SaaS vendors to move its AI to outcome pricing.

PitchBook opens its platform to startups for free and debuts Origin deal sourcing service (opens siliconangle.com)

Startups get PitchBook free in exchange for quarterly financials and milestones, which feed the new PitchBook Origin deal-sourcing service for investors.

Vorflux 2.0: Autobots (opens ycombinator.com)

Always-on AI coworkers that live in Slack; 22 votes on YC Launches.

Nominal raises $240M at $3B, tripling its value since March (opens thenextweb.com)

Lightspeed led and Insight co-led; TechCrunch notes Nominal claims Anduril as a major customer and that the valuation tripled in eight months.

Telamont — Sentry for errors in construction documents (opens ycombinator.com)

AI that catches errors between construction drawings, specs and contracts

Kuken Industries searches 70 years of drawings in minutes (opens openai.com)

A Japanese cooling-tower maker searches 70 years of drawings with the OpenAI API; engineers find a repair drawing in 4.5 minutes instead of nearly an hour.

Apple capped engineers at a $200 daily AI budget (opens stork.ai)

IBM plans to bring Anthropic’s Claude Mythos to enterprise customers (opens thenextweb.com)

IBM will put Claude Mythos in Concert Protect for vulnerability scanning; TNW separately reports Cisco adding it to AI Defense for red teaming.

Goldman Sachs is pulling Claude Code from its bankers and traders (opens thestateofai.com)

Week 1 of giving small shops free billing software: what I learned (opens reddit.com)

A founder's notes after a week of giving small Indian shops a free GST billing app: many download it, but most open it once and leave without setting up a company.

US professional services added 70K jobs in October, the most since July 2022, as AI-exposed consulting, legal, and accounting all grew (opens wsj.com)

US professional services added 70K jobs in October, the most since July 2022, as AI-exposed consulting, legal, and accounting all grew despite AI job-loss fears — Strong hiring at law offices, consulting firms staves off fears of job apocalypse — Consulting firms, law offices …

Why PMs are suddenly valuable again | Tulsee Doshi (Head of Product, Gemini) (opens lennysnewsletter.com)

Listen now (59 mins) | Tulsee Doshi on building Google’s frontier models, why evals and vibes both matter, and her 60-20-20 framework for shipping ahead of the curve

I built my restaurant’s whole ops platform with Claude Code instead of paying for five different apps (opens reddit.com)

A restaurant owner with no development background says they built their restaurant's operations software with Claude Code instead of paying for five apps.

The end of Microsoft Research's AI Frontiers group (opens hunch.net)

https://archive.is/AaY5O https://businessexaminer.ca/victoria-articles/item/microsoft...

JPMorgan and Mastercard back Seattle startup Firmly’s bet on AI shopping agents (opens geekwire.com)

Firmly raised $15 million, backed by JPMorgan and Mastercard, for software that lets online retailers sell through AI shopping assistants and marketplaces without a separate integration for each.

Cooking with Reducto’s CEO: Why PDFs Still Break AI — Adit Abraham (opens youtube.com)

Why do PDFs still break AI? Reducto co-founder and CEO Adit Abraham joins Allen Park on Latent Space Cooking to talk AI document parsing and make a steak sandwich with burrata, torched peaches, and chimichurri. From the YC pivot out of long-term memory to Reducto R1 and Deep Extract, Adit explains…

Atomicwork launches certified AI coworker marketplace for enterprise IT and security (opens siliconangle.com)

Information technology service management startup Atomicwork Inc. today announced the launch of an Artificial Intelligence Coworker Marketplace that will give enterprise IT and security teams access to prebuilt, certified AI coworkers that can work alongside employees.

Organizely — A New AI-Native ERP for American Manufacturers 🇺🇸 (opens ycombinator.com)

An AI-native ERP that models factory operations, predicts bottlenecks and acts to lower production costs.

Ramp data shows AI spending stalling just as Anthropic nears its IPO (opens techcrunch.com)

AI usage keeps climbing, but spending has stalled. Price cuts and smarter cost controls among the biggest spenders could challenge investor assumptions about AI hypergrowth.

took our performance optimization saas from $600 MRR to $14k MRR in 8 months (zero ad spend) (opens reddit.com)

Eight months ago our performance optimization SaaS was nearly dead. We were at $600 MRR and spent half our time arguing about features to build next, burn was creeping up and our self serve signup page got zero traffic. My first dumb move was running standard outbound.

Five9 buys contact center intelligence startup Level AI after posting narrow earnings beat (opens siliconangle.com)

Five9 announced a $325M all-cash deal for the AI-native contact center rival alongside its Q3 results.

Perplexity launches its own take on AI agents for work (opens theverge.com)

Perplexity is taking on OpenAI and Anthropic with its own work-focused AI agents. The startup's new always-on "Teammates" can take on multiple roles within a workspace, while pulling existing projects, skills, and memory from the Perplexity tools you already use.

Ocient raises $100 million as agentic AI drives growth in large-scale analytics (opens siliconangle.com)

Ocient Inc., the maker of a speedy data analytics platform, today said it has raised $100 million in a Series C funding to expand its agentic artificial intelligence analytics business.

Insurer Guardian hands 1 million dental calls a year to Sierra’s AI agents (opens thenextweb.com)

Guardian Life signed a multi-year deal with Sierra to use its AI agents for about 1 million dental benefit verification calls a year, plus payments and claim status checks. It is Guardian’s third AI partnership in a year, after HCLTech and Avantos.

Berlin-based Pliant raised an $80M Series C led by Seaya Nova and Speedinvest, as it opens its B2B payments infrastructure to AI agents (opens thenextweb.com)

Claude, ChatGPT and in-house AI agents can now run business payments through Pliant, the Berlin B2B payments company.

Verno: AI that edits and checks the engineering documents behind every industrial plant (opens ycombinator.com)

AI for how the physical world gets built

Parsec founders raise $8.75M from a16z to give AI agents their own PCs (opens thenextweb.com)

Phaze, from the team behind remote desktop firm Parsec, gives employees and AI agents access to powerful remote computers.