Primepoint closes $10M seed round AI that reads construction drawings tag by tag Meet Marvin: ask your project a question in plain English Backed by Yann LeCun & Navitas Capital Founded by Facebook AI Research pioneer Lubomir Bourdev Constructability reviews from days to hours Primepoint closes $10M seed round AI that reads construction drawings tag by tag Meet Marvin: ask your project a question in plain English Backed by Yann LeCun & Navitas Capital Founded by Facebook AI Research pioneer Lubomir Bourdev Constructability reviews from days to hours
Construction Intelligence · San Mateo, CA · Est. 2024
Primepoint logo

Primepoint

The AI that doesn't skim your blueprints. It reads them - every tag, every spec, every cross-reference - and connects the lot.

Above: the Primepoint mark. Beneath the logo sits a knowledge graph that treats a thousand-sheet drawing set as one living document rather than a stack of unread PDFs.

$10MSeed Round
2024Founded
~12Team
MarvinAI Assistant
The Story

Someone finally taught a machine to read a blueprint

On a construction sheet marked M-401, a mechanical engineer traces a single door tag. It points to a schedule three sheets away, which points to a specification section, which references a submittal, which is contradicted by a bulletin issued last Tuesday. Multiply that by a thousand sheets. This is the daily reality of building anything large - and for decades, no software actually understood it. It just stored the PDFs.

Primepoint is the company betting that this - the reading, not the storing - is the real problem. Its AI ingests plans, specs and schedules and treats them as one interconnected system. It links door tags to schedules, submittals to specs, RFIs to drawings, automatically, down to the tag level. The output isn't a search result. It's a knowledge graph of the whole project.

The person leading it is not a construction lifer. Lubomir Bourdev was a founding member of Facebook AI Research. He built the object-recognition system that ran on every photo and video posted to Facebook and Instagram. His next act, a deep-learning video-compression startup called WaveOne, was acquired by Apple in 2023. He holds more than 100 patents and carries north of 100,000 academic citations.

So when Bourdev decided the hardest remaining computer-vision problem was hiding inside a mechanical plan, people with money listened. In April 2026, Primepoint closed a $10M seed round. Among the backers: Yann LeCun, a Turing Award winner and one of the founders of modern deep learning, writing an angel check.

“Almost correct isn't good enough. Primepoint takes a fundamentally different approach - mathematical certainty over approximation.”
Eric Cylwik · Sundt Construction
By The Numbers

A dozen people, a trillion-dollar problem

$10MSeed Raised
2Co-Founders
100k+Founder Citations
SOC 2Type II Compliant

Two funding tranches made up the round: an initial $4M co-led by Penny Jar Capital and NextView Ventures, followed by $6M led by Navitas Capital, with GS Futures and Aglaé Ventures joining. The company stays deliberately small - about twelve people - for the size of the thing it's chasing.

The Approach

Vision first. Language second. The order is the point.

Most "AI for construction" bolts a chatbot onto document search. Primepoint went the other way: build the computer-vision knowledge graph first, then let natural language sit on top. If the machine doesn't truly understand the drawing, its confident answer is just a confident guess - and in construction, a guess is a change order. The bars below sketch the shift teams describe after adopting it (directional, from public customer accounts).

Effort on core review workflows — before vs. with Primepoint
Constructability
Days
 → with Primepoint
Hours
RFI first pass
Manual
 → with Primepoint
Drafted
Document linking
By hand
 → with Primepoint
Auto
Directional illustration based on public customer statements; not a controlled benchmark.
What You Can Do With It

Seven tools, one connected brain

01

Marvin

Ask a project question in plain English. Answers come grounded in your own documents and traced to the exact drawing or spec - not a generalized model that hallucinates.

02

Connected Documents

Auto-links tags, specs, submittals, RFIs and schedules to their sources, building a project-wide graph down to the tag level.

03

Constructability Review

Flags clashes, conflicts and design gaps before construction begins - so you catch them on screen, not in the field.

04

RFI Assistant

Drafts RFIs with contract verification and surfaces conflicts inside the workflow you already use.

05

Submittal Review

Automated first-pass comparison of product data against the specification.

06

Auto Overlay & Revisions

One-click alignment across disciplines, with overlays that surface changes tied to bulletins and ASIs.

07

Schedule Assistant

Folds project scheduling into the connected graph for smarter, better-sequenced delivery.

The People

Who's building it

Co-Founder & CEO

Lubomir Bourdev

Founding member of Facebook AI Research. Built the object-recognition system deployed across Facebook and Instagram. Co-founded WaveOne (deep-learning video compression), acquired by Apple in 2023. 100+ patents, 100,000+ citations.

Co-Founder & CPO

Hamid Palo

Employee #5 at Trello, with earlier product stints at Atlassian and Uber. Brings the product craft to a company founded on hard research.

The bench runs deep on the construction side too: Kamran Azarbal, VP of Strategy, spent a decade at Webcor climbing from field engineer to project director - the kind of person who knows exactly which hours Primepoint is trying to give back.

“Tasks that used to take days now happen in significantly shorter time.”
Mitch Cornelius · Fortis Construction
Who's Using It

The general contractors already asking Marvin

Primepoint sells to general contractors and project teams, with native integrations into Procore and Autodesk Construction Cloud so it fits the tools crews already run. Early customers include Herrero Boldt Webcor, Sundt Construction, Fortis Construction, W.E. O'Neil, Milender White and Bulley & Andrews. One live deployment: an aeronautical university campus in Arizona, alongside Sundt.

Enterprise Security

Single-tenant architecture, end-to-end encryption, SOC 2 Type II, and no training on customer data - the posture a risk-averse GC needs before it trusts AI with a drawing set.

Native Integrations

Plugs straight into Procore and Autodesk Construction Cloud, meeting teams inside the platforms they already live in.

The Story So Far

A short, fast timeline

2023

WaveOne → Apple

Bourdev's deep-learning video-compression company is acquired by Apple, freeing him for the next hard problem.

2024

Primepoint founded

Bourdev and Hamid Palo start the company in San Mateo, aimed squarely at making construction drawings machine-readable.

2026 · April

$10M seed closes

Navitas Capital leads the $6M tranche; Penny Jar and NextView anchor the initial $4M. Yann LeCun joins as an angel.

2026

Scaling up

Expansion planned across data center, higher education and residential projects.

Worth Knowing

Five things that stick

Back To Sheet M-401

The door tag, revisited

Return to that mechanical engineer tracing a door tag across a thousand sheets. Before Primepoint, the trail was hers to follow by hand - schedule, spec, submittal, last Tuesday's bulletin - hoping she'd catch the contradiction before the field did. Now the trail is already drawn. She hovers over the tag; the connections surface. She asks Marvin whether anything conflicts, and the answer arrives grounded in the actual documents, traced to the actual sheet.

The concrete hasn't been poured yet. That's the whole point. Primepoint didn't replace the engineer - it gave her back the afternoon, and moved the catch from the field to the screen. In an industry where "almost correct" is a door in the wrong place, that's a meaningful change to who reads the drawing first.

Go Deeper

Links, demos & press

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