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Bentley Systems: AI Monetization Still Nascent But Infrastructure Data Moat and Seequent Momentum Drive a Strong Start to 2026

Q1 2026 Earnings Call, May 7, 2026

Bentley Systems opened 2026 with a quarter that beat the prior year's comparable on nearly every meaningful metric, but the most consequential disclosures were forward-looking: a detailed articulation of how the company intends to monetize agentic AI consumption of its engineering applications, and a deeper-than-expected case for its Seequent resources business as a multi-cycle secular growth engine. Neither story is fully priced in revenue today, and management was candid that AI monetization remains exploratory. That honesty, however, also makes the structural opportunity clearer.

Financials: Solid Execution, No Surprises

Total Q1 revenues came in at $424 million, up 14.5% year-over-year and 11.9% in constant currency. Subscription revenues, which represent 93% of the total, grew 14.7% reported and 12.2% in constant currency. ARR ended the quarter at $1.495 billion, with constant currency year-over-year growth of 11.5% and sequential growth of 2.5%, described as in line with internal expectations. Net revenue retention held at 109%, and the account retention rate remained at 99% on a last-twelve-months constant currency basis.

The more notable data point on net new ARR came during Q&A, when UBS flagged that constant currency net new ARR was approximately $37 million in the quarter, up roughly 36% versus the historical run rate of $26 million to $27 million. CFO Werner Andre attributed this primarily to continued Seequent and mining momentum carrying over from the back half of 2025, while cautioning that Q1 represents only about 20% of annual contract reset opportunity and the full year still needs to play out.

AOI less operating SBC, Bentley's refined primary profitability metric introduced this quarter to strip out M&A-related volatility by aligning treatment of cash-settled and equity-settled acquisition stay bonuses, was $141 million for a margin of 33.2%. Free cash flow was $188 million for the quarter and $492 million on a last-twelve-months basis, up 13%, with the company reiterating its full year free cash flow outlook of $500 million to $570 million. Management had pre-signaled a tougher year-over-year Q1 free cash flow comparison due to exceptionally strong 2025 year-end collections, and that is precisely what materialized.

On the balance sheet, the company repaid $678 million of its 2026 convertible notes at maturity during the quarter, reducing fully diluted share count by approximately 10.6 million shares or 3%. Net debt leverage fell from 2.1x to 1.9x adjusted EBITDA. Subsequent to quarter end, Bentley closed a new $550 million term loan A, bringing total credit facility capacity to $1.850 billion. The company also deployed $54 million in share repurchases and $21 million in dividends. Currency is a modest drag: at end-of-April exchange rates, Q2 through Q4 GAAP revenues would face approximately $3 million of incremental headwind relative to the assumptions embedded in the 2026 outlook.

The AI Monetization Thesis: Compelling Logic, But Early Days

Executive Chair Greg Bentley devoted the bulk of his prepared remarks to a structured economic argument for why infrastructure engineering firms are not adversaries of Bentley's pricing power but rather natural partners in an AI-driven commercial transformation. The logic is worth understanding precisely because it frames how incremental AI revenue could eventually flow.

Using ENR data, Bentley calculates that its 470 top-design-firm accounts collectively generate $198 billion of the $212 billion in ex-China global top design firm billings, or 93% of that addressable universe. Those accounts contribute $414 million in ARR, roughly 28% of total company ARR, spending on average about $2,000 in BSY ARR per $1 million of design billings. Greg Bentley's illustrative math: on a representative $1 million design project, total software spend is approximately $10,000, engineering labor absorbs $890,000, and net margin sits around 10%. Reducing software spend by 20% improves margins to 10.2%, a negligible gain. But if AI automation, including agentic API consumption of Bentley's modeling and simulation tools, saves 20% of engineering labor, and firms simultaneously shift to fixed-price contracts, the same engineering inputs could theoretically generate IP-level margins exceeding 24%.

"What will never change is that their business is our business, and their success is our success," Greg Bentley said, and the economic analysis underpins why that alignment is structural rather than rhetorical.

The product manifestation of this thesis is the release of an MCP server for STAAD, Bentley's flagship structural analysis application. Nicholas Cumins described it directly: "This allows an AI agent like Claude to interact directly with STAAD to optimize the structural design at machine speed. The ability to iterate on complex design trade-offs so quickly is transformative." Importantly, STAAD was not chosen arbitrarily. Bentley had already observed users leveraging STAAD's existing API for AI-driven workflows in submissions to its annual Going Digital Awards over multiple years, providing demand-side validation before committing development resources.

The commercial model for this agentic consumption is still being determined. Cumins confirmed the company is in discussions with representative Infrastructure AI co-innovation accounts about token-based or API consumption pricing, explicitly distinguishing this from Bentley Infrastructure Cloud data access, which will remain user-based and is not being monetized on a consumption basis. Greg Bentley was equally clear that today Bentley only monetizes attended consumption, and the API consumption model is in an exploratory and validation phase. CFO Andre acknowledged that gross margins will be impacted as infrastructure computing costs rise, but called the current financial effect "completely immaterial."

There is a meaningful distinction in customer readiness that investors should track. Cumins described a clear bifurcation: "The very large ones are the ones who are really investing in their own AI-driven workflows. They are the ones who are exploring with us how exactly they will start to use our applications indirectly through AI." Smaller accounts are receptive to Bentley-delivered AI features within existing products but are not yet co-designing agentic workflows. The monetization upside is concentrated in the large enterprise cohort for now.

Data Stewardship as Competitive Differentiation

One of the more pointed exchanges in the call concerned whether Bentley's principled stance on not training its own AI models on customer data stored in Bentley Infrastructure Cloud represents a competitive disadvantage. Cumins dismissed that framing directly. He argued that Bentley's 2023 commitment to data stewardship, formalizing that user data belongs to the user and is never used to train Bentley's AI without explicit direction, is increasingly being noticed by infrastructure organizations now scrutinizing software vendors' terms and conditions more carefully. "Infrastructure organizations have a higher tendency of choosing us and our platform because they can trust us," Cumins said. He added that Bentley has sufficient access to synthetic data and voluntarily contributed non-sensitive data from representative co-innovation accounts to train its own AI capabilities without needing to harvest customer intellectual property.

Greg Bentley articulated the longer-term value proposition: the real prize is not AI model training but the reuse of accumulated project data in future designs, particularly once operating and maintenance performance data feeds back into the design loop through Bentley Infrastructure Cloud. "When that reuse can be informed by the operating and maintenance performance of those designs, which the engineering firms will increasingly be in the business of improving and optimizing, that will be a virtuous cycle that will yet reinforce the valuable proprietary advantage."

Seequent and the Resources Sector: The Underappreciated Growth Engine

Nicholas Cumins dedicated unusual time to the resources sector, and the detail warrants attention. Resources is now Bentley's second-largest sector, exceeding 20% of sector-attributable ARR, and was the fastest-growing sector in Q1 across every geographic region. The original strategic rationale for acquiring Seequent nearly five years ago was to integrate subsurface understanding into infrastructure project delivery, reducing the ground-condition risk that causes major project overruns. That thesis has validated: subsurface ARR within civil infrastructure has grown fourfold since the acquisition through cross-selling into existing Bentley accounts.

What was less well understood externally is the breadth of Seequent's applicability beyond traditional mining. Cumins highlighted that Seequent software is already used in over 60% of the world's high-temperature geothermal electricity generation operations, and cited Fervo Energy's Cape project in Utah as an example of next-generation enhanced geothermal systems being enabled by the technology. Groundwater management, mapping aquifers from California to India and designing managed aquifer recharge facilities, is another expanding application given that groundwater supplies approximately 50% of global domestic water. The critical minerals demand driven by AI infrastructure buildout and geopolitical self-sufficiency imperatives is an additional tailwind that Cumins characterized as durable rather than cyclical.

Notably, Seequent delivered strong growth even during the mining exploration slowdown that began in early 2023, because production mining companies use the software to optimize extraction at existing deposits. On the question of whether Seequent can accelerate further in 2026, Cumins was measured: "We don't expect further acceleration in a sense that as part of our plan for 2026, we assume the same level of growth that we've seen towards the end of 2025." The Q1 net new ARR outperformance was in meaningful part a Seequent story, and maintaining that run rate rather than decelerating is the embedded assumption in the full-year outlook.

SMB and Virtuoso: Scaling Creates Its Own Complexity

The Virtuoso SMB program again added over 600 new logos in Q1, and management introduced a nuance that had been absent from prior quarters: cross-selling and upselling to existing Virtuoso accounts is now a meaningful growth contributor alongside new logo additions. Cumins was transparent that this comes with a natural consequence. "While our renewal rate remains high, the sheer scale of the Virtuoso base creates a natural churn dollar amount to overcome each period." The retention rate itself has not deteriorated, but a larger installed base means more gross churn dollars to offset each period. Management framed this as a mathematical reality of scale rather than a signal of underlying weakness, noting that multi-product adoption within Virtuoso correlates with higher retention propensity. Investors should watch the net new ARR contribution from SMB relative to the enterprise tier as the Virtuoso base continues to compound.

Geographic Tone and Macro Considerations

EMEA was the fastest-growing region in Q1 despite the Middle East conflict, which caused some project delays and consumption shift but was more than offset by UK project delivery acceleration and strong Africa mining activity. The Americas delivered solid growth underpinned by stable US federal and state funding for transportation, grid and water, as well as private investment in data centers and power generation. Latin America was a standout driven by Seequent mining and increased transportation focus. Asia Pacific was solid with India leading and Australia improving. China, at approximately 2% of ARR, remains a persistent headwind with no resolution in sight. Greg Bentley's closing observation about geopolitical self-sufficiency driving durable infrastructure investment commitments across both resources and physical infrastructure was a macro framing that management clearly views as a multi-year tailwind rather than a short-cycle dynamic.

Path to the Top of the Guidance Range

When pressed by RBC on what combination of factors could push constant currency ARR growth toward the top of the 2026 outlook range, Cumins was unusually explicit: continued strength in resources and mining throughout the year, sustained strong growth from Bentley Asset Analytics, which has already exceeded $50 million in annual revenue run rate, continued execution in the core infrastructure business, and "probably another programmatic acquisition." The company's $1.850 billion in total credit facility capacity, reduced leverage of 1.9x EBITDA and the new term loan provide the balance sheet headroom to execute on the last point. Bentley's M&A track record has been programmatic and bolt-on in nature, and that cadence appears unlikely to change.

Bentley Systems Deep Dive

Business Model and Revenue Generation

Bentley Systems operates as the digital architect for the physical world, providing the critical software infrastructure that underpins the design, construction, and operation of large-scale horizontal infrastructure. Unlike broad-based enterprise software, Bentley’s ecosystem is highly specialized, entirely focused on complex, heavy civil engineering projects such as road networks, rail systems, bridges, power grids, and water utilities. The company monetizes its proprietary code through a highly lucrative, recurring subscription model that represented 93 percent of its $424 million total revenue in the first quarter of 2026. The financial architecture of the business is exceptionally robust, built around an Annualized Recurring Revenue base that surpassed $1.49 billion in early 2026.

The product portfolio spans the entire lifecycle of an infrastructure asset. The entry point is typically MicroStation, the company's foundational computer-aided design platform, which is augmented by heavily specialized vertical applications like OpenRoads and STAAD for structural analysis. To facilitate collaboration across sprawling, multi-year projects, Bentley provides ProjectWise, a project delivery software that acts as a single source of truth for engineering teams. As infrastructure transitions from construction to operation, Bentley monetizes the asset's lifecycle via AssetWise and its rapidly scaling iTwin platform, which creates high-fidelity digital twins of physical assets. The company operates an enterprise-centric consumption model known as Enterprise 365, effectively aligning its revenue growth with the volume of usage across its largest corporate accounts. This consumption dynamic, coupled with negligible marginal costs of software delivery, results in elite profitability metrics, illustrated by an adjusted operating income margin exceeding 33 percent and an unlevered free cash flow margin hovering near 30 percent.

Customers, Competitors, and Supply Chain

Bentley’s customer base is institutional, heavily concentrated, and notoriously sticky. The company serves approximately 90 percent of the ENR Top 500 Design Firms, functioning as the default operating system for the world’s largest engineering, procurement, and construction consortiums. Revenue is heavily weighted toward enterprise accounts; roughly 45 percent of total revenue is generated by a cohort of just 220 massive global organizations that each spend in excess of $1 million annually with the firm. The ultimate end customers are predominantly owner-operators of long-lived assets, including national departments of transportation, municipal water authorities, major utility operators, and global mining and energy conglomerates.

The competitive landscape is an oligopoly dominated by a handful of entrenched architecture, engineering, and construction software giants. The primary rival is Autodesk, which dominates vertical architecture and commercial building design. Trimble acts as a formidable competitor in field-to-office hardware and construction execution software, while the Nemetschek Group commands a strong presence in European building information modeling. In the specialized industrial plant and offshore segment, Bentley faces off against Hexagon and Schneider Electric’s Aveva. On the supply side, Bentley’s primary reliance is on cloud hyperscalers to power its digital twin infrastructure, specifically maintaining a deep, strategic partnership with Microsoft Azure. Furthermore, industrial giant Siemens operates as both a crucial technology integration partner and a strategic minority shareholder, helping to embed Bentley’s software deeply into industrial automation workflows.

Market Share and Competitive Position

In the broader architecture, engineering, and construction software market, Bentley holds approximately a 15 percent market share, sitting securely behind Autodesk’s estimated 32 percent overall share. However, these aggregate figures mask Bentley’s true competitive positioning. In the realm of horizontal infrastructure—roads, bridges, rail transit, and complex geotechnical modeling—Bentley’s market share is virtually monopolistic in certain sub-segments. While Autodesk’s Revit is the unquestioned standard for vertical buildings, Bentley’s MicroStation and Open applications are the undisputed industry standards for civil infrastructure. The company’s acquisition of Seequent further fortified its dominance in subsurface and geotechnical modeling, making Bentley an indispensable tool for mining, environmental, and underground tunneling projects. This bifurcated market reality means Bentley rarely engages in direct, scorched-earth price wars with Autodesk; instead, the two giants largely rule their respective vertical and horizontal fiefdoms.

The Moat: High Switching Costs and Domain Dominance

Bentley’s competitive advantage is predicated on structurally insurmountable switching costs. Infrastructure projects operate on decadal timelines—a bridge may take ten years to design and construct, and over a century to operate and maintain. Replacing the foundational software mid-project is a mathematical and operational impossibility. Engineering firms build vast libraries of proprietary design workflows, standard operating procedures, and automated scripts explicitly coded to Bentley’s proprietary file formats. Retraining thousands of highly paid civil engineers on a competing platform would severely compress a design firm's margins and introduce unacceptable operational risks.

Furthermore, the moat is reinforced by regulatory and institutional capture. Many national transportation authorities and government infrastructure agencies explicitly mandate that digital project deliverables be submitted in Bentley-native formats. This creates a powerful network effect: if the government owner-operator requires Bentley files, the primary engineering firm must use Bentley, which in turn forces all subordinate subcontractors and specialized consultants to adopt the software. This entrenched domain dominance yields a predictable, annuity-like revenue stream, evidenced by the company's resilient 109 percent net revenue retention rate through the macroeconomic fluctuations of 2025 and 2026.

Industry Dynamics: Opportunities and Threats

The macroeconomic environment provides a profound secular tailwind for Bentley Systems. The global infrastructure deficit is estimated in the tens of trillions of dollars, with aging Western infrastructure requiring desperate modernization and emerging markets undertaking massive urbanization projects. Legislative catalysts, such as the US Infrastructure Investment and Jobs Act and the European Green Deal, inject multi-year, non-cyclical capital into the exact heavy civil sectors where Bentley dominates. Additionally, the global energy transition necessitates the wholesale redesign of power grids, wind farms, and geothermal facilities, all of which require complex, physics-based modeling.

However, the industry is not devoid of structural threats. While public sector infrastructure spending is highly resilient, Bentley maintains roughly 25 percent exposure to the resources sector, including mining and energy, which is subject to volatile commodity cycles. Geopolitical friction remains a persistent headwind, particularly in China, where macroeconomic sluggishness has dragged on the region's design billings. Furthermore, the rapid digitization of critical national infrastructure elevates cybersecurity risks. As owner-operators increasingly utilize Bentley's cloud-based digital twins to monitor live assets like dams and power grids, any severe data breach or vulnerability in the Bentley Infrastructure Cloud could trigger catastrophic reputational damage and regulatory backlash.

New Products and Technological Drivers

Management is currently executing a pivotal shift from a traditional seat-based software licensing model to an artificial intelligence-driven consumption model. The most significant growth driver within the portfolio is Bentley Asset Analytics, a division that leverages artificial intelligence and digital twins for predictive maintenance. Bolstered by the integration of acquisitions like Blyncsy and Cesium, this unit crossed a $50 million annualized revenue run rate in early 2026. By utilizing drone imagery, IoT sensors, and computer vision, Bentley allows asset owners to conduct instant-on digital inspections, charging based on consumption per asset rather than a flat software license.

More consequentially, Bentley is pioneering API consumption monetization for AI agents. In early 2026, the company released a Model Context Protocol server for STAAD, its flagship structural analysis product. This technological leap allows third-party large language models to interact directly with Bentley’s software to systematically optimize structural designs across a multi-dimensional solution space at machine speed. By shifting from monetizing only attended human usage to taxing unattended AI-agent API calls, Bentley is removing the natural ceiling imposed by the sheer headcount of human engineers, opening a potentially exponential vector for future revenue growth.

Threat of New Entrants and Disruptors

The threat of disruption from zero-to-one startups in the core infrastructure design space is virtually nonexistent. Generating a generic 3D model using generative artificial intelligence is computationally trivial; however, ensuring that a digitally generated bridge complies with precise geotechnical physics, local material tolerances, and stringent safety regulations is an entirely different paradigm. The catastrophic liability associated with infrastructure failure creates an insurmountable barrier to entry for untested, cloud-native upstarts. Engineering firms simply will not risk human lives and billion-dollar liabilities on unproven software.

The credible threats originate entirely from well-capitalized adjacencies. Hardware-centric players like Trimble continue to push their software capabilities upstream from the construction site into the design office. Simultaneously, construction management platforms like Procore are perpetually attempting to expand their footprint to capture more project data. While these players are highly effective at construction execution and field management, they have historically struggled to penetrate the highly sophisticated, physics-based engineering design workflows that form Bentley’s impenetrable core.

Management Track Record and Execution

Bentley Systems is navigating a generational leadership transition with clinical precision. In July 2024, the founding Bentley family passed the operational baton to Nicholas Cumins, the first non-family Chief Executive Officer, while Greg Bentley transitioned to Executive Chair. Cumins has maintained the company's rigorous financial discipline and strategic focus. Under his tenure through 2025 and early 2026, the company successfully sustained double-digit constant currency Annualized Recurring Revenue growth while simultaneously institutionalizing an annual 100 basis point margin expansion.

Capital allocation has been markedly prudent. Management has utilized its robust free cash flow to organically deleverage the balance sheet down to 1.9 times adjusted EBITDA, comfortably retiring its 2026 convertible notes in cash. Programmatic M&A remains disciplined, focused strictly on tuck-in acquisitions that enhance deep technical capabilities without diluting the margin profile. Most tellingly, management demonstrated supreme confidence in their standalone compounding trajectory by walking away from a highly publicized buyout approach from Schneider Electric in 2024. By rejecting absorption into a larger industrial conglomerate, management preserved the pure-play equity vehicle, betting correctly that independent execution would yield superior long-term compounding for shareholders.

The Scorecard

Bentley Systems represents one of the most structurally advantaged software assets in the global public markets. Its monopoly-like grip on heavy civil infrastructure design, fortified by multi-decade project lifecycles and regulatory capture, creates a revenue stream with utility-like predictability but software-like margins. The company's successful navigation of its executive transition, combined with an ironclad commitment to driving unlevered free cash flow margins toward the low 30s, points to a management team operating at the peak of its powers. The secular tailwinds of a global infrastructure super-cycle and the energy transition provide a long-duration runway that is largely immune to standard macroeconomic demand destruction.

The most compelling idiosyncratic driver is the company's methodical pivot toward API consumption monetization. By enabling AI agents to query its physics engines directly, Bentley is decoupling its revenue growth from the stagnant growth rate of global engineering headcounts. While the valuation is inherently demanding for an asset of this quality, the sheer durability of its competitive moat and the asymmetric upside of its new artificial intelligence monetization vectors make this a premier, sleep-at-night compounding vehicle for institutional capital.

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