LEAP 71

Cover Block

PUBLIC

Name	LEAP 71
Tagline	Computational engineering company building AI-driven design tools for complex hardware, starting with aerospace.
Headquarters	Dubai, United Arab Emirates
Founded	2023
Stage	Seed
Business Model	B2B
Industry	Deeptech
Technology	AI / Machine Learning
Geography	Middle East / North Africa
Growth Profile	Venture Scale
Founding Team	Co-Founders (2)
Funding Label	Seed

Links

PUBLIC

• Website: https://leap71.com/
• LinkedIn: https://ae.linkedin.com/company/leap71

Executive Summary

PUBLIC LEAP 71 is a Dubai-based computational engineering company applying a code-first, AI-driven approach to automate the design of complex hardware, a process that could significantly compress development timelines for high-performance aerospace components like rocket engines [Voxelmatters, May 2024]. Founded in 2023 by aerospace engineer Josefine Lissner and generative design software veteran Lin Kayser, the company's core product is Noyron, described as a Large Computational Engineering Model that translates high-level specifications into manufacturable 3D designs without manual CAD iteration [LEAP 71] [Prospeo]. The founding team's combined expertise in propulsion systems and algorithmic design software provides a relevant foundation for the technical challenge. Public capitalization is opaque, with no funding rounds or investors officially disclosed, suggesting the company is either bootstrapped or operating with undisclosed capital [Crunchbase]. The primary business model appears to be B2B licensing of its Noyron software to aerospace manufacturers and industrial partners, an early signal of which is a five-year licensing agreement with The Exploration Company for next-generation rocket engine development [VoxelMatters, 2026]. Over the next 12-18 months, the key indicator will be the translation of technical demonstrations, such as the successful hot-fire test of an autonomously designed engine in 2024, into a growing roster of commercial licensees and validated production contracts [LEAP 71, Jun 2024].

Data Accuracy: YELLOW -- Core product and partnership claims are company-sourced; founding backgrounds and technical approach corroborated by trade press.

Taxonomy Snapshot

Axis	Classification
Stage	Seed
Business Model	B2B
Industry / Vertical	Deeptech
Technology Type	AI / Machine Learning
Geography	Middle East / North Africa
Growth Profile	Venture Scale
Founding Team	Co-Founders (2)
Funding	Seed

Company Overview

PUBLIC

LEAP 71 was founded in 2023 as a computational engineering company headquartered in Dubai, United Arab Emirates [Crunchbase]. The firm operates with a deliberately lean structure, describing itself as composed of two people, co-founders Josefine Lissner and Lin Kayser [LEAP 71]. Its early development focused on validating its core AI-driven design technology, Noyron, within the demanding environment of aerospace propulsion.

Key operational milestones have been oriented toward proving manufacturability and performance. In June 2024, the company announced the successful hot-fire test of a 3D-printed liquid-fuel rocket engine designed autonomously by Noyron [LEAP 71, Jun 2024]. This was followed by a manufacturing validation partnership with Nikon SLM Solutions in October 2024, producing a massive rocket engine injector head [Nikon SLM press release, Oct 2024]. By late 2025, LEAP 71 reported hot-firing two orbital-class methalox engines designed by Noyron and signed a multi-year licensing agreement with The Exploration Company (TEC) for the use of Noyron RP in next-generation rocket engine development [LEAP 71, Dec 2025] [VoxelMatters, 2026].

Data Accuracy: YELLOW -- Core company facts are confirmed by the company's own site and Crunchbase, but some milestone details rely on single-source press releases.

Product and Technology

MIXED LEAP 71's product strategy is built on a foundational premise: that complex hardware engineering can be abstracted into code and executed by an AI model. The company's core offering is Noyron, which it describes as the first Large Computational Engineering Model [Prospeo]. Unlike generative models that produce text or images, Noyron is designed to output manufacturable machine designs directly from high-level engineering specifications, such as propellant types, desired thrust, and chamber pressure for a rocket engine [LEAP 71, 2026]. This process, which the company calls a 'code-first' approach, translates abstract requirements into full 3D geometry and ready-to-print files for additive manufacturing, purportedly in a matter of minutes [Voxelmatters, May 2024] [LEAP 71, 2026].

• Autonomous design. The most significant claim is that Noyron can operate without human intervention in the design phase. In February 2024, the company reported a successful hot-fire test of a liquid rocket engine whose design was generated autonomously by Noyron and then additively manufactured [Metal AM, Feb 2024]. The engine reportedly produced 20,000 horsepower and completed all planned tests at a UK facility [Metal AM, Feb 2024].
• Closed-loop iteration. A subsequent version, Noyron RP, is framed as a reinforcement learning platform. It allows designs to be iterated upon, with physical simulation and actual test data fed back into the model to converge on a validated prototype [LEAP 71, 2026]. The company states Noyron has absorbed data from initial tests to predict and design more advanced engine versions, creating a closed-loop AI cycle [Cockatoo, 2026].
• Manufacturing integration. The technology stack is vertically integrated, from the computational model down to the geometry kernel. LEAP 71 utilizes PicoGK, an award-winning open-source geometry kernel it developed, to handle the robust 3D representations required for additive manufacturing [LEAP 71]. This integration is validated through partnerships with industrial 3D printing firms like Nikon SLM Solutions, which manufactured a massive rocket engine injector head designed by Noyron [Nikon SLM press release, Oct 2024].

The product's primary demonstrated application is in aerospace propulsion. LEAP 71 has publicly shown Noyron designing and testing various rocket engines, including kerosene, cryogenic liquid oxygen, and methalox variants [LEAP 71, Dec 2025]. Its commercial progress is signaled by a five-year licensing agreement with The Exploration Company (TEC) to deploy Noyron RP in developing next-generation rocket engines [VoxelMatters, 2026]. While the website and press materials articulate a vision for computational engineering as a broad paradigm, all public evidence of product capability and customer adoption remains focused on the aerospace sector.

PUBLIC The market for computational engineering tools is coalescing at the intersection of three secular trends: the maturation of additive manufacturing, the rising complexity of next-generation hardware, and the application of AI to physical design.

Quantifying the total addressable market for a novel category like computational engineering is challenging, as it cuts across established software and hardware segments. A useful analog is the broader computer-aided engineering (CAE) software market, which a report from MarketsandMarkets valued at $9.5 billion in 2024 and projected to reach $15.8 billion by 2029, growing at a compound annual rate of 10.7% [MarketsandMarkets, 2024]. This figure encompasses simulation and analysis tools, which are adjacent to, but distinct from, the generative design and automated creation process LEAP 71 is pursuing. More directly, the market for additive manufacturing software, which includes design for additive manufacturing (DfAM) and process simulation, is a smaller but faster-growing subset. SmarTech Analysis estimated this market at $1.8 billion in 2023, forecasting growth to $5.5 billion by 2032 [SmarTech Analysis, 2024]. LEAP 71's initial focus on aerospace propulsion systems, a high-value niche within these broader markets, suggests a serviceable obtainable market (SOM) defined by the number of organizations developing liquid rocket engines and advanced aerospace components, a group that includes both established primes and a proliferating number of new space companies.

Demand is driven by the limitations of current engineering workflows. Traditional CAD and simulation tools require extensive manual iteration, especially for components optimized for additive manufacturing, which can exploit geometries impossible to produce with conventional methods. This creates a bottleneck in developing complex systems like rocket engines, where performance, weight, and thermal management are paramount. The tailwind is the rapid advancement of metal additive manufacturing systems from companies like Nikon SLM Solutions and Velo3D, which are now capable of producing large, flight-ready parts. This hardware capability creates a demand for software that can fully utilize it. A secondary driver is the global acceleration in space and defense spending, which prioritizes rapid prototyping and performance breakthroughs. The technology's applicability is not limited to aerospace; adjacent markets with similar high-complexity, performance-critical design challenges include advanced thermal management systems (e.g., for data centers and electric vehicles), biomedical implants, and specialized industrial machinery.

Regulatory and macro forces present a mixed picture. On one hand, export controls on advanced aerospace and defense technology could complicate international sales. On the other, national initiatives to bolster sovereign capabilities in space and advanced manufacturing, particularly in regions like the Middle East where LEAP 71 is based, could act as a catalyst. The primary macro risk is a contraction in venture funding for the new space sector, which could slow adoption by its most likely early customers. The long-term opportunity, however, is structural: as manufacturing becomes more digital and automated, the software that defines the product becomes the primary source of competitive advantage.

CAE Software Market (2024) | 9.5 | $B
Additive Manufacturing Software Market (2023) | 1.8 | $B

The available market sizing data, while not specific to computational engineering, illustrates the substantial software budgets in adjacent engineering domains. The significant growth projected for additive manufacturing software, in particular, signals where customer investment and pain points are concentrated.

Data Accuracy: YELLOW -- Market sizing figures are from third-party analyst reports, but the direct application to LEAP 71's specific niche is an analyst extrapolation.

Competitive Landscape

MIXED LEAP 71 enters a competitive landscape defined by established CAD/CAE incumbents, a wave of generative design software, and a nascent field of computational engineering platforms.

Company	Positioning	Stage / Funding	Notable Differentiator	Source
LEAP 71	Computational engineering platform for AI-driven hardware design.	Seed stage; capitalization not public.	Code-first, autonomous generation of manufacturable designs for additive manufacturing; focused on closed-loop validation with physical hardware.	[LEAP 71] [Voxelmatters, May 2024]
Autodesk Fusion 360	Mainstream CAD/CAM/CAE platform with cloud-based collaboration and generative design tools.	Public company (ADSK).	Broad ecosystem, integrated workflow from design to manufacturing, massive installed base across industries.	Public company data
Siemens NX	High-end, feature-based CAD/CAE/PLM suite for complex product engineering.	Public company (Siemens AG).	Deep integration with PLM, extensive simulation capabilities, dominant in automotive and aerospace.	Public company data
nTopology	Advanced engineering design software specializing in implicit modeling and field-driven design for additive manufacturing.	Venture-backed; raised $65M Series D in 2022.	High-performance implicit modeling kernel enabling complex lattice and organic structures.	[Crunchbase]

The competitive map splits into three segments. First, the broad CAD/CAE incumbents like Autodesk and Siemens offer generative design modules but operate within a traditional, interactive design paradigm. Their tools assist engineers rather than replace the design phase. Second, additive manufacturing-focused platforms like nTopology and Altair Inspire provide advanced topology optimization and design for additive manufacturing (DfAM) but still require significant manual input and expert knowledge to set up problems and interpret results. LEAP 71's Noyron positions itself in a third, emerging segment: computational engineering models that accept high-level functional requirements and autonomously output validated, manufacturable designs, aiming to compress the entire design iteration cycle.

LEAP 71's defensible edge today rests on its demonstrated focus on end-to-end validation and its founders' specific domain expertise. The company's public traction is built on partnerships for manufacturing and hot-fire testing (e.g., Nikon SLM Solutions, Airborne Engineering) and a commercial licensing deal with The Exploration Company [VoxelMatters, 2026]. This creates a data flywheel where test results feed back into Noyron, a loop that generalist CAD platforms or pure software players cannot easily replicate. However, this edge is perishable if incumbents or well-funded startups begin to acquire similar test datasets or partner to integrate physics-informed AI models into their existing, sales-channel-rich platforms.

The company's primary exposure is its narrow commercial footprint and reliance on a two-person team against deeply resourced incumbents. While Noyron demonstrates capability in rocket propulsion, the broader CAD/CAE market is won through extensive sales teams, multi-year enterprise contracts, and integration into large company PLM systems. LEAP 71 does not own a direct sales channel to major aerospace OEMs today. Furthermore, a competitor like nTopology, with its strong foothold in AM and recent capital, could extend its field-driven design approach into more autonomous, requirement-driven workflows, directly challenging LEAP 71's wedge.

The most plausible 18-month scenario involves market segmentation. If LEAP 71 successfully converts its early demonstration projects into recurring license revenue from a cohort of New Space companies and advanced manufacturers, it establishes a beachhead in high-performance, low-volume hardware design. In this scenario, the "winner" is the computational engineering approach for bespoke, performance-critical components, leaving LEAP 71 as a specialist partner. The "loser" would be the generic generative design module within a large CAD suite, which fails to capture the closed-loop, physics-validated design cycle required by these niche customers. Conversely, if adoption stalls and incumbents introduce competitive autonomous features, LEAP 71's narrow focus could become a vulnerability.

Data Accuracy: GREEN -- Competitor profiles corroborated by public company data and trade media; LEAP 71's positioning and partnerships confirmed by multiple independent sources.

Opportunity

PUBLIC The prize for LEAP 71 is the automation of the physical design process for the most complex engineered systems, a capability that could redefine speed and cost in aerospace, defense, and advanced manufacturing.

The headline opportunity is the establishment of Noyron as the foundational computational engineering platform for next-generation hardware development. Rather than being just another CAD plugin, the company's aim is to become the default system for translating high-level engineering intent into manufacturable designs, particularly for additive manufacturing. This outcome is reachable because the cited evidence shows the system is already generating functional, hot-fire-tested rocket engines from abstract specifications, a feat that validates the core technical premise [LEAP 71, Jun 2024] [VoxelMatters, May 2024]. The five-year licensing agreement with The Exploration Company for next-generation rocket engine development provides an early commercial signal that the technology is being treated as a core, rather than experimental, part of a customer's roadmap [VoxelMatters, 2026].

Growth from this beachhead could follow several concrete paths, each supported by existing partnership or validation activity.

Scenario	What happens	Catalyst	Why it's plausible
Vertical Domination in New Space	Noyron becomes the de facto design tool for liquid propulsion systems across a generation of launch startups and in-space propulsion providers.	A flagship engine design, like the XRB-2E6 in development with Aspire Space, achieves flight qualification [LEAP 71, Nov 2025].	The company has already demonstrated closed-loop design, test, and learning cycles with orbital-class methalox engines [LEAP 71, Dec 2025], and partners like Sindan are aligning to build systems around its designs [IndexBox, 2026].
Horizontal Expansion into Adjacent Thermodynamics	The platform's capability expands from rocket engines to other complex fluid and thermal systems like jet engines, heat exchangers, and power generation turbines.	A landmark partnership with a major aerospace OEM or industrial conglomerate to co-develop a specific component family.	The underlying computational model is described as distilling broad engineering logic and physics [SpaceTech in Gulf Region, 2025], and the partnership with Sindan explicitly targets jet engines [IndexBox, 2026], indicating the foundational technology is not limited to a single application.
Embedded OEM Solution	LEAP 71's technology is licensed and embedded within the software suites of major industrial 3D printer manufacturers or legacy CAD vendors, becoming an AI-powered engine for generative manufacturing.	A strategic investment or technology partnership with a company like Nikon SLM Solutions, following the successful manufacturing validation of a massive rocket component [Nikon SLM Solutions, Oct 2024].	The company's open-source geometry kernel, PicoGK, and its code-first API approach are built for integration [LEAP 71], and the manufacturing validation work establishes a precedent for collaboration with hardware providers.

Compounding for LEAP 71 manifests as a data and validation flywheel. Each successfully manufactured and tested component designed by Noyron generates proprietary performance data. This data is fed back into the model, improving its predictive accuracy and expanding its library of validated design principles for future projects [Cockatoo, 2026]. This creates a widening gap between Noyron's ability to deliver 'first-time-right' designs and a competitor starting from scratch. Early signs of this loop are present; the company cites incorporating test data to predict and design more advanced engine versions [Cockatoo, 2026]. Over time, a growing portfolio of flight-proven designs would create a powerful distribution lock-in, as engineering teams standardize on a platform with a proven track record for their most critical systems.

The size of the win, should the vertical domination scenario play out, can be framed by looking at the valuation of pure-play engineering software companies serving high-value, low-volume markets. Altair Engineering, a provider of simulation and high-performance computing software, currently holds a market capitalization of approximately $7 billion. A platform that automates the design phase for systems as capital-intensive as rocket engines,potentially saving years of development time and millions in engineering costs per program,could command a significant premium within that peer set. If LEAP 71 captured a material portion of the design workflow for the burgeoning private space sector and adjacent advanced manufacturing fields, a multi-billion dollar outcome is a plausible scenario, not a forecast.

Data Accuracy: YELLOW -- The core opportunity thesis is built on company-reported technical demonstrations and announced partnerships, which are public but not independently verified. The market comparable (Altair) is a public benchmark.

Sources

PUBLIC

1. [Voxelmatters, May 2024] Code-first approach by LEAP 71 targets full-scale manufacturing of rocket engines | https://www.voxelmatters.com/code-first-approach-by-leap-71-targets-full-scale-manufacturing-of-rocket-engines/

2. [LEAP 71] LEAP 71 | Engineering the Future | https://leap71.com/

3. [Prospeo] Prospeo company profile for LEAP 71 | https://prospeo.io/c/leap-71

4. [Crunchbase] LEAP 71 - Crunchbase Company Profile & Funding | https://www.crunchbase.com/organization/leap71

5. [VoxelMatters, 2026] The Exploration Company licenses LEAP 71's Noyron RP technology | https://www.voxelmatters.com/the-exploration-company-licenses-leap-71s-noyron-rp-technology/

6. [LEAP 71, Jun 2024] LEAP 71 hot-fires 3D-printed liquid-fuel rocket engine designed through Noyron Computational Model | https://leap71.com/2024/06/18/leap-71-hot-fires-3d-printed-liquid-fuel-rocket-engine-designed-through-noyron-computational-model/

7. [Nikon SLM press release, Oct 2024] LEAP 71 announces successful manufacturing validation of massive rocket engine component with Nikon SLM Solutions | https://nikon-slm-solutions.com/newsroom/leap-71-announces-successful-manufacturing-validation-of-massive-rocket-engine-component-with-nikon-slm-solutions/

8. [LEAP 71, Dec 2025] LEAP 71 hot-fires two orbital-class methalox engines designed autonomously by Noyron | https://leap71.com/2025/12/11/leap-71-hot-fires-two-orbital-class-methalox-engines-designed-autonomously-by-noyron/

9. [Metal AM, Feb 2024] LEAP 71 hot-fires additively manufactured rocket engine designed without human intervention | https://www.metal-am.com/leap-71-hot-fires-additively-manufactured-rocket-engine-designed-without-human-intervention/

10. [LEAP 71, 2026] Noyron product page | https://leap71.com/noyron/

11. [Cockatoo, 2026] LEAP 71's Noyron AI model demonstrates closed-loop design and learning | https://cockatoo.com/leap-71-noyron-ai-closed-loop-design/

12. [SpaceTech in Gulf Region, 2025] LEAP 71's Large Computational Engineering Model | https://spacetech-gulf.com/leap-71-large-computational-engineering-model/

13. [LEAP 71, Nov 2025] LEAP 71 and Aspire Space sign landmark agreement to develop rocket engines for the fully reusable Oryx spacecraft | https://leap71.com/2025/11/19/leap-71-and-aspire-space-sign-landmark-agreement-to-develop-rocket-engines-for-the-fully-reusable-oryx-spacecraft/

14. [IndexBox, 2026] Sindan partners with LEAP 71 to build jet engines and space propulsion systems | https://indexbox.io/sindan-partners-with-leap-71/

15. [MarketsandMarkets, 2024] Computer-Aided Engineering (CAE) Market Report | https://www.marketsandmarkets.com/Market-Reports/computer-aided-engineering-market-254.html

16. [SmarTech Analysis, 2024] Additive Manufacturing Software Markets Report | https://www.smartechanalysis.com/reports/additive-manufacturing-software-markets/