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qbiq
Last updated: Jul 31, 2026
qbiq is an Israeli AI software company that automates early-stage architectural planning for commercial real estate and facilities workflows. Its platform turns space requirements into test-fit layouts, visualizations, quantity estimates, and CAD/Revit-oriented deliverables for brokers, landlords, tenants, architects, and contractors.
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qbiq addresses the slowest and most repetitive part of many architecture and commercial-real-estate transactions: determining whether a space can support a proposed program and communicating the answer to decision-makers. Users provide requirements such as seat counts, room types, furniture, adjacency rules, and finish preferences. The platform then generates alternative 2D layouts, 3D visualizations and tours, architectural programs, efficiency metrics, quantity estimates, and CAD/Revit-oriented outputs. This is a more constrained problem than generic image generation: circulation, geometry, occupancy, furniture, and program relationships have to remain coherent enough for a preliminary plan to be useful.
The initial customer wedge is commercial real estate, including brokers, landlords, tenant representatives, workplace teams, architecture firms, general contractors, and coworking operators. qbiq's help center describes both one-off independent projects and a property-marketing workflow for owners managing multiple spaces. The commercial value is straightforward: a broker or landlord can show a credible future fit during a leasing process, while an architect or contractor can spend less time producing preliminary alternatives that may never be built. The company's public materials say users can receive several alternatives and a 3D tour within 24 hours, while its technology page emphasizes customization to customer planning guidelines, adjacency rules, and furniture standards.
There are meaningful commercialization signals, although most operating metrics are company-reported and should not be treated as independently audited. qbiq announced a $16M Series A led by Insight Partners in January 2025, with participation from JLL Spark, 10D, Ocean Azul, Random Forest, and M-Fund. The announcement said customers had generated more than 400 million square feet of layouts and visualizations and that the customer base had grown more than tenfold since launch. The company now describes more than 600 million square feet delivered to clients, and its public case studies reference organizations including JLL, Brookfield Properties, Skanska, IWG, Colliers, and Cushman & Wakefield. These references indicate a serious enterprise workflow and distribution opportunity, but diligence still needs retention, revenue concentration, gross margin, conversion from visualization to paid design work, and evidence that generated outputs survive professional review.
Competition exists at several layers. Autodesk Forma represents an incumbent design-platform alternative; TestFit competes directly in rapid feasibility and test-fit generation; Hypar and Finch offer computational or generative design workflows; and established CAD/BIM suites, internal architecture teams, and specialist consultancies remain substitutes. qbiq's differentiation is workflow packaging: it combines constraint-aware layout generation, property and program data, stakeholder-ready visualization, and downstream design artifacts in a single service. Its database of planning scenarios and human architectural validation may improve reliability, but the durability of that advantage depends on proprietary data rights, measurable output quality, integrations, and customer workflow lock-in rather than on the use of AI alone.
The national-security and dual-use case is plausible but not proven. Constraint-aware facility planning could support public infrastructure, emergency accommodation, logistics, healthcare, training, or mission-support sites where teams need rapid scenario comparison and BIM-compatible handoff. However, qbiq's public positioning is overwhelmingly commercial and office-oriented; there is no verified public evidence here of defense customers, classified deployment, government accreditation, or defense-specific procurement. The strategic thesis should therefore be treated as adjacency: a potentially useful planning capability for resilient infrastructure and facilities, with substantial additional diligence required before assigning defense-specific value.
Dual-Use Assessment
qbiq's core capability—constraint-aware generation and visualization of facility layouts—has substantive commercial value and a credible but indirect security adjacency. It could help compare scenarios for resilient infrastructure, emergency accommodation, logistics, healthcare, or mission-support facilities, but public evidence does not establish defense customers, classified deployment, government accreditation, or defense-specific procurement. The dual-use thesis is therefore an option to validate, not a demonstrated revenue line.
Strategic Fit Assessment
Priority signal means this entry may be worth researching within the Claw & Talon thesis. It does not mean investable, suitable, endorsed, available, or likely to produce returns.
As an internal priority signal, qbiq has a credible fit with a software and dual-use infrastructure thesis: it has a defined enterprise pain point, a product that extends beyond image generation into constrained planning outputs, a reported Series A led by Insight Partners, and strategic participation from JLL Spark. The case is not an investment recommendation. Key diligence questions are net retention, revenue quality, customer concentration, delivery economics, output acceptance by licensed professionals, proprietary data rights, and whether the company can defend its workflow against Autodesk and other well-capitalized platforms.
Strategic Value to U.S.-Israel Alliance
qbiq can compress preliminary planning cycles, make space alternatives legible to non-architects, and increase the throughput of scarce architectural and facilities expertise. That has direct value in commercial real estate and potential value in infrastructure resilience or mission-support planning. Strategic relevance is moderate rather than high because the public product is commercial, the outputs are preliminary, and security-specific deployment, compliance, and procurement readiness remain unverified.
Key Technologies
- Constraint-aware generative floor-plan synthesis
- Geometric optimization of circulation, adjacency, occupancy, and furniture
- Architectural program and space-utilization analytics
- BIM-oriented CAD and Revit model generation
- Automated quantity estimation and preliminary takeoff
- 3D visualization, rendered walkthroughs, and virtual tours
- Customer-specific planning rules and furniture-standard configuration
Use Cases & Applications
- Rapid office and workplace test fits for leasing and tenant representation
- Multi-floor scenario comparison for landlords and property marketers
- Preliminary feasibility studies for tenant improvements and fit-outs
- Architectural concept packages for firms and general contractors
- Space-utilization, seat-count, and efficiency analysis
- Rendered tours and visual collateral for stakeholder and leasing decisions
- Quantity estimates and BIM-oriented handoff for early budgeting
- Scenario planning for resilient public, logistics, healthcare, or mission-support facilities
Sources and verification
This profile is based on public-source research, Claw & Talon curation, and editorial judgment. Inclusion does not imply endorsement, partnership, investment, or a recommendation to transact. Readers should still confirm current status, customers, funding, and product claims before relying on this profile. The editorial policy explains how profiles are researched, where automated drafting is used, and how corrections work.
This record lists 7 public references used for company identity, status, positioning, or material-claim review.
Public sources
The links below are visible public references used for source discipline around company identity, status, funding, customer, acquisition, public-company, or other material claims where available.
- qbiq.ai Public source used for profile verification.
- qbiq.ai Public source used for profile verification.
- help.qbiq.ai Public source used for profile verification.
- Company announcement Public source used for profile verification.
- LinkedIn company page Public source used for profile verification.
- spark.jllt.com Public source used for profile verification.
- Official website
- Profile update timestamp Last updated in the Claw & Talon database on Jul 31, 2026.
Investor Lens
What this entry is
Private startup
Why it may matter
qbiq may matter as a AI & Data Platforms entry with not currently an investable standalone company for Israeli technology research.
How an independent investor should read this
Not currently an investable standalone company. Read this profile as a starting point for independent verification, not as a recommendation or suitability assessment.
Evidence to verify
- Verify current status
- Verify traction
- Verify cap table/funding
- Verify technical claims
- Verify regulatory/export-control issues
- Verify customer concentration
Main investor questions
- Is the company currently active, independently financeable, and raising or not raising on terms you can verify?
- What customer, revenue, product, and technical evidence supports the company story?
- What valuation, cap table, rights, and follow-on assumptions would govern any private exposure?
- Does the dual-use claim map to actual commercial and government/defense/resilience buyer evidence?
- What evidence would change the thesis or show that the profile is stale?
What not to infer
- Inclusion does not imply endorsement.
- Inclusion does not imply allocation availability or current fundraising.
- Scores do not indicate investment suitability or expected returns.
- Strategic importance does not automatically imply venture return potential.
Diligence questions
- What evidence verifies qbiq's current customer traction, deployment status, and revenue concentration?
- Which technical claims are independently demonstrable today, and which remain roadmap or pilot-stage assertions?
- Where does the product create real defense, intelligence, critical-infrastructure, or emergency-response value beyond ordinary commercial adoption?
- What data rights, model-evaluation, compute, and reliability constraints determine whether the system can operate in mission-critical settings?
- What would disconfirm the priority signal: weak customer references, thin technical differentiation, poor capital efficiency, or limited allied-market access?
Related sector
See the AI & Data Platforms sector page for market context, related subcategories, and other Israeli companies in this part of the database.
Related companies
Need a diligence readout?
Use the profile and related checklists as a starting point. If the decision needs more context, request a company screen, founder-call prep, diligence memo, or sector readout.