Bobyard Wants Every Contractor's Bid Sheet Built by a Computer Vision Model

The San Francisco startup just raised $35M from 8VC to automate the takeoff, the most tedious 40 hours in any construction estimator's week.

About Bobyard

Published

In a typical commercial construction bid, an estimator sits with a PDF of architectural drawings and a digital ruler, and counts. Doors, light fixtures, linear feet of pipe, square footage of drywall. The job is called a takeoff, and a single mid-sized project can absorb 40 to 80 hours of a senior estimator's week before a single dollar figure is attached. Bobyard, a two-year-old San Francisco company, is selling contractors a piece of software that says: let the computer vision model do that part.

The pitch landed. In December 2025, Bobyard closed a $35 million Series A led by 8VC, with Pear VC and Primary Venture Partners participating, alongside real estate names Tishman Speyer and RXR [BusinessWire, Dec 2025]. That brings total disclosed funding to roughly $38.6 million since the company was founded in 2023 [Crunchbase]. For a vertical SaaS company selling into construction, a sector famous for its allergy to new software, that is a meaningful vote of confidence from investors who have to underwrite both the technology and the buyer.

The bet

Bobyard's product reads construction drawings the way a junior estimator does, except faster. Computer vision identifies symbols, walls, fixtures, and assemblies. Natural language processing reads the specifications document and matches scope to line items. The company claims this produces cost estimates roughly 10x faster than the manual workflow while reducing errors [Crunchbase]. Founder Michael Ding has built the wedge around takeoffs and estimating specifically, which Bobyard's own writing describes as the highest-use point in the construction productivity stack [Bobyard].

The company is also moving beyond general-purpose contractors. In February 2026, Bobyard launched an Irrigation Takeoff product in partnership with Horizon Distributors, a major irrigation supply distributor [Landscape Management, Feb 2026]. That partnership is more interesting than it sounds. Distributor channels are how specialty trades actually buy software, and embedding the takeoff tool into the place where a landscape contractor already orders sprinkler heads is a quieter, smarter go-to-market than chasing each contractor one by one.

Why it could be big

The construction industry spends an estimated $13 trillion globally each year, and the preconstruction phase, where takeoffs and estimates live, is one of the few stages where software adoption has actually been accelerating. The incumbents in the takeoff category, including Togal.AI, Beam AI, Kreo, and Rebar AI, are all chasing variants of the same thesis: that modern vision models are finally good enough to read a drawing without a human babysitter on every line.

Consider the unit economics of the customer's pain. A general contractor bidding 200 jobs a year at 50 hours of takeoff each is burning 10,000 estimator hours. At a fully loaded rate of $90 per hour, that is $900,000 of annual labor on a task that, if Bobyard's 10x claim holds even partially, could compress to $90,000 to $200,000 of supervised software work. A SaaS seat priced at $10,000 to $30,000 per estimator per year is a rounding error against that baseline, which is exactly the shape of bill that vertical AI investors look for.

Seed (Dec 2023) | 3.6 | $M
Series A (Dec 2025) | 35 | $M
Total disclosed | 38.6 | $M

8VC's published rationale for leading the round emphasized the partnership angle and the fragmented buyer base in construction [8VC]. Pear VC, an early backer, has been pointing to Bobyard as one of its standout PearX alumni in fundraising case studies [Pear VC]. The Tishman Speyer and RXR participation matters too. Those are real estate operators, not financial investors, and their presence on a cap table suggests a path to deployment inside actual development pipelines rather than just contractor sales.

The team and traction

Bobyard was founded in 2023 by Michael Ding and is headquartered in San Francisco, with a team in the 11 to 50 range [Wellfound]. The company has not publicly disclosed revenue or customer counts, but the December 2025 round was reported across Built In San Francisco, Finsmes, and The SaaS News, all of which framed it as growth-stage capital intended to expand the product into more trades [Built In San Francisco, Dec 2025] [Finsmes, Dec 2025]. The Horizon Distributors partnership is the first publicly named distribution deal, and the irrigation vertical is a useful proof point because it is small enough to dominate quickly and structurally similar to other specialty trades like electrical, mechanical, and landscaping.

The honest counterfactual

The bear case is that construction software is a graveyard of good products that never reached escape velocity because the buyer is slow, regional, and relationship-driven. Togal.AI, one of Bobyard's named competitors, has been in market longer and built early visibility through its founder's appearance on Shark Tank. The risk is not that Bobyard's technology is wrong, it is that the category becomes a knife fight for the same several thousand mid-market general contractors, with margins compressed by procurement cycles measured in quarters rather than weeks. The bull answer, supported by the 8VC thesis and the Horizon deal, is that distributor and owner-side partnerships short-circuit the contractor-by-contractor slog.

What to watch

The next 12 months will be defined by two things. First, whether Bobyard names additional distributor or owner partnerships beyond Horizon, particularly in electrical or mechanical, where the takeoff complexity is highest and the seat economics are richest. Second, whether the company publishes any customer-facing metrics, such as estimator hours saved per seat or bid win-rate lift, that move the conversation from product capability to business outcome. With $35 million fresh in the bank and a Series A lead willing to publish a partnership memo, the runway to prove both is real.

The incumbent Bobyard has to beat: Togal.AI, the Miami-based AI takeoff company that got a multi-year head start on the same thesis and the same buyer.

Read on Startuply.vc