Construction data is a mess by design. A single project generates information across a dozen specialized systems: cost data in Procore, 3D models in Autodesk Revit, procurement in Oracle, and schedules in Primavera. For a general contractor running fifty such projects, the only unified view is often a manually updated spreadsheet, compiled days or weeks after the fact. Toric Labs, a San Francisco startup founded in 2019, is betting that the industry's next efficiency leap won't come from another point solution, but from a no-code platform that can stitch all those sources into a live, queryable data warehouse [PERPLEXITY SONAR PRO BRIEF].
The Vertical Data Wedge
Toric's core proposition is vertical specialization. Instead of selling a generic business intelligence tool, it offers a platform pre-wired for the architecture, engineering, and construction (AEC) industry. The workflow follows a familiar ETL (extract, transform, load) pattern, but abstracts the code. Users connect data sources, apply transformations using a library of more than 100 preparation tools, model the relationships, and publish dashboards or reports [PERPLEXITY SONAR PRO BRIEF]. The technical differentiation lies in its connectors. The platform supports integrations for BIM and CAD files, construction management software like Procore, and common financial databases, aiming to handle the industry's unique, often geometrically complex, data types natively [PERPLEXITY SONAR PRO BRIEF].
This focus on a single, data-chaotic vertical is a classic wedge strategy. The initial customer profile is the large contractor or owner-operator, entities like AECOM and Suffolk that have both the budget for digital transformation and the most acute pain from data fragmentation [Leaders Fund, July 2022]. For them, Toric isn't just a visualization layer; it promises to become a central data hub, enabling use cases from real-time project cost tracking to automated model audits and portfolio-wide performance analytics [PERPLEXITY SONAR PRO BRIEF].
A Founder Pair Built for the Problem
The team behind Toric suggests they understand the technical depth of the problem. Co-founders Thiago Da Costa (CEO) and Dov Amihod (CTO) are on their second company together. Their first was Lagoa, a cloud-based 3D CAD and visualization platform that Autodesk acquired in 2014 [PERPLEXITY SONAR PRO BRIEF]. That exit gave them direct experience in the core design software ecosystem their product now needs to integrate with. Their investor roster reads like a who's who of AEC software expertise, providing more than just capital.
- Carl Bass. The former Autodesk CEO joined Toric's board as an angel investor in its seed round, offering a deep network and product strategy insight [PERPLEXITY SONAR PRO BRIEF].
- Ralph Gootee. A co-founder of PlanGrid, the field collaboration software acquired by Autodesk for $875 million, participated in the Series A, bringing firsthand knowledge of what it takes to sell software to construction crews [PERPLEXITY SONAR PRO BRIEF].
- Storm Ventures & Leaders Fund. The lead investors in the seed and Series A rounds, respectively, have backed other infrastructure and vertical SaaS winners, betting on Toric's platform approach [Business Wire, January 2022].
The company has raised $21.5 million to date, a mix of $15.5 million in equity and $6 million in venture debt, and has grown to 60 employees as of March 2026 [Revelio Labs, March 2026][PERPLEXITY SONAR PRO BRIEF].
| Round | Amount | Lead Investor | Date Announced |
|---|---|---|---|
| Seed | $5.5 million | Storm Ventures | January 2022 |
| Series A | $10.5 million | Leaders Fund | January 2022 |
| Venture Debt | $6 million | Not Disclosed | 2022 |
| Source: [Business Wire, January 2022], [PERPLEXITY SONAR PRO BRIEF] |
Traction and the Procore Gambit
Public customer names are few but strategically weighty. Leaders Fund has cited AECOM, Dubé, and Commodore Builders as users [Leaders Fund, July 2022]. The most concrete signal of market adoption, however, is the announced integration with Procore, the dominant project management platform in construction [Construction trade press, November 2025]. This partnership is critical. It allows Toric's data-apps to be embedded directly within the Procore interface, reducing friction for end-users and positioning Toric as a complementary analytics layer rather than a competing system. Success here means riding Procore's distribution into the back offices of its vast customer base.
The company claims its platform includes more than 50 integrations, with a roadmap to 100, spanning the full spectrum of AEC software [CIOReview, 2022]. This breadth is necessary to achieve its value proposition. A contractor needs to pull data from every system they use, not just the most popular one.
The Scale and Skepticism Test
From an infrastructure perspective, Toric's technical challenge is twofold. First, it must maintain reliable, high-performance connectors to a long tail of third-party SaaS APIs and file formats, each with its own rate limits and schema changes. Second, it must process and relate disparate data types,time-series cost data, 3D geometric models, relational database records,into a coherent data model that remains performant for interactive dashboards. The no-code interface is the go-to-market advantage, but the backend data engine is what will determine if it works at the scale of a multi-billion-dollar contractor's portfolio.
The sober assessment is that the bet rests on execution in three high-friction areas. The sales motion must evolve from landing initial pilot projects to convincing customers to standardize on Toric as their enterprise data layer, a more expensive and political purchase. The platform must prove it can handle the data volume and complexity of a top-50 ENR contractor without requiring a team of data engineers to maintain it, which would defeat the no-code premise. Finally, it must navigate a competitive landscape not yet defined by a single leader, but populated with general-purpose BI tools (like Power BI), niche point solutions, and internal IT teams building custom pipelines.
The next twelve months will likely show whether Toric can convert its early beachheads with firms like AECOM into broader, standardized deployments. The Procore integration will be a key leading indicator. If it gains traction, the path forward involves expanding upmarket into owner-operators like real estate investment trusts and down into the long tail of large subcontractors. The alternative is getting stuck as a useful but non-essential visualization tool, a fate that has befallen many a vertical SaaS company that couldn't become mission-critical. Toric's founding thesis,that data integration is the foundational problem,is correct. Now it has to build the unshakable foundation.
Sources
- [PERPLEXITY SONAR PRO BRIEF, Unknown] Toric Labs company briefing |
- [Business Wire, January 2022] Toric Brings Digital Transformation to the Final Vertical Frontier | https://www.businesswire.com/news/hk-zh/20220126005380/en/Toric-Brings-Digital-Transformation-to-the-Final-Vertical-Frontier-Architecture-Engineering-Construction-Firms-and-Owner-Operators
- [Leaders Fund, July 2022] Our Investment in Toric - The Construction Analytics Platform | https://leaders.vc/blog/toric
- [Revelio Labs, March 2026] Toric Labs headcount data |
- [CIOReview, 2022] Toric Labs | Top 10 Digital Twin Solutions Company - 2022 | https://www.cioreview.com/toric-labs-2022
- [Construction trade press, November 2025] Toric AI-Driven Construction Analytics Penetrate Large Contractors | https://www.ironpros.com/business-intelligence-predictive-analytics/article/22908763/toric-aidriven-construction-analytics-penetrate-large-contractors-owners-with-funding-and-procore-integration