wGrowLABSAI VENTURE STUDIO

wGrow Labs/Insights

Insights from building things that have to work.

We write about what we learn while funding and building companies: venture terms, getting research out of the lab, and the engineering behind AI systems that regulators inspect. We publish what was hard, what we got wrong and what we changed.
LAB NOTEBOOK · FIELD NOTEWhat we got wrong,and what we changed.[1] crossref.org ✓ [2] source fetched live ✓[3] eval suite · passSIGNED
§ 01Lab essays

From the lab: for founders deciding how to build.

Featured · Venture building

What your Series A investor will ask about your AI

A demo shows that the AI can work. Due diligence asks whether it keeps working, what it costs to run and who answers for it when it's wrong. Here are the questions we prepare founders for, and the evidence that answers them.

wGrow Labs · 2026-09-26 · 4 min
Venture building · Lab essay

Fund, agency or lab? Five questions to ask before a studio builds your company

Venture studios offer capital and a build team in one partner. The deal structures vary a great deal. Here is what a founder should settle before signing, and how we answer each question.

2026-09-26 · 3 min
Deep tech · Lab essay

After the grant: the difficult middle for Singapore's research spinouts

Singapore is putting serious money into turning research into companies. The grant gets a team to a validated idea. What happens next decides whether it becomes a company.

2026-09-26 · 3 min
Venture building · Lab essay

Handing a studio-built codebase to your first CTO

One of the most common criticisms of venture studios is dependency: the product works, but only the studio can change it. Here is what a clean handover looks like, and what to put in place from the first commit.

2026-09-26 · 4 min
Applied AI · Lab essay

The human signature is part of the product

In regulated work, AI that removes the professional doesn't sell. AI that lets one professional sign off far more work does. What FinanceCrew, LawCrew and WaterDoctor taught us about where the human belongs.

2026-09-26 · 3 min
WaterDoctor treatment units on site
Deep tech · Case study · LAB-01

WaterDoctor: agentic AI running real treatment tanks

Crew shape, what we got right and what we changed, and the operating outcomes WaterDoctor reports.

Live since 2024
§ 02Engineering notes

Field notes from the engineering bench.

Short technical notes from the wGrow Technologies studio on agent architecture, evaluation, security and compliance. Most are drafted with our Article Crew, edited by a senior engineer and published on wgrow.com.

30 notes

The latest 30 field notes, by track

Fig. 01
Applied AI16
Security & compliance13
Engineering foundations1

Source: wgrow.com RSS feed

Lab essays, by track

Fig. 02
Venture building3
Deep tech1
Applied AI1
Full archive on wgrow.com

Begin the conversation

What important problem can you see more clearly than others?

You don't need a polished pitch deck. Send a short, non-confidential introduction: the problem, your connection to it, what exists today and what you want to build.

  1. 01

    Tell us the opportunity

    The problem, who pays to solve it, and where you need help.

  2. 02

    We review the fit

    Founder, problem, potential business, and where the lab can contribute meaningfully.

  3. 03

    A private conversation

    If there may be a fit, we discuss expectations and a possible build plan.

Start a conversationSee the engineering bench

Contacting us does not constitute an offer or commitment to invest. Please do not send trade secrets, unpublished IP, credentials or confidential technical information at this stage.