Cambio vs Armilla AI

Side-by-side comparison of AI visibility scores, market position, and capabilities

Armilla AI leads in AI visibility (37 vs 32)
Cambio logo

Cambio

EmergingReal Estate Tech

AI Building Performance & Decarbonization

AI-native CRE operations platform for building performance and decarbonization. $18M Series A at $100M valuation (Jan 2026). YC S22. Operates in 35+ countries.

AI VisibilityBeta
Overall Score
D32
Category Rank
#1 of 1
AI Consensus
78%
Trend
up
Per Platform
ChatGPT
37
Perplexity
32
Gemini
31

About

Cambio is a Y Combinator Summer 2022 company founded to help commercial real estate owners and operators reduce energy consumption, meet decarbonization mandates, and improve building performance through AI-native software. The company was built on the recognition that commercial buildings represent approximately 40% of US energy consumption and that most building owners lack the data infrastructure, engineering expertise, and operational systems needed to achieve their sustainability goals at scale. Cambio's platform bridges this gap by combining AI-driven analytics, automated controls, and managed services into an integrated building operations solution.\n\nCambio's platform ingests data from building management systems, utility meters, weather feeds, and occupancy sensors to create a continuous performance model for each building under management. The AI identifies energy waste, predicts equipment failures, optimizes HVAC scheduling for comfort and efficiency, and generates carbon accounting reports required for regulatory compliance and ESG disclosures. Cambio operates in more than 35 cities and serves commercial landlords, real estate investment trusts, and property managers who face growing pressure from tenants, investors, and municipal regulations to demonstrate measurable progress on building decarbonization.\n\nCambio raised a $18 million Series A at a $100 million valuation in January 2026, reflecting investor conviction in the commercial real estate sustainability software category. The round enables geographic expansion and deeper product development as building performance standards tighten in major US markets. The company competes in the building intelligence space alongside Turntide, Gridium, and Measurabl, but differentiates through its AI-native architecture, managed service model, and focus on the full decarbonization stack rather than point solutions. As energy costs rise and regulatory pressure intensifies, Cambio's integrated platform positions it as a strategic operating partner for CRE owners.

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Armilla AI logo

Armilla AI

EmergingInsurance Tech

General

AI quality assurance with insurance-backed warranties from Swiss Re and Greenlight Re; EU AI Act compliance assessments backed by YC and reinsurance partners for high-risk AI deployments.

AI VisibilityBeta
Overall Score
D37
Category Rank
#211 of 1158
AI Consensus
57%
Trend
up
Per Platform
ChatGPT
42
Perplexity
44
Gemini
36

About

Armilla AI is a third-party AI quality assurance and warranty company that evaluates AI models for organizations deploying AI in regulated or high-stakes contexts — assessing models against EU AI Act and NIST AI Risk Management Framework requirements for risks including bias, hallucination, robustness failures, and adversarial vulnerabilities, then providing performance guarantees backed by insurance coverage from reinsurers Swiss Re, Greenlight Re, and Chaucer. Founded in Toronto, Canada, Armilla raised $6.81 million total including a C$4.5 million seed round in February 2024 from Mistral Venture Partners, MS&AD Ventures, Y Combinator, and its reinsurance partners.\n\nArmilla's model is unique in the AI governance market — rather than just providing compliance reports, Armilla backs its assessments with insurance warranty products. An enterprise deploying a third-party AI model can purchase an Armilla warranty that pays out if the model performs differently than assessed (fails on bias, accuracy, or robustness metrics), transferring AI performance risk to insurance markets that can price and distribute it. This insurance mechanism creates financial accountability for AI quality claims that audit reports alone don't provide.\n\nIn 2025, Armilla competes in the AI governance, risk, and compliance market with Credo AI, Arthur AI, and AI audit firms for enterprise AI risk assessment and compliance tools. The EU AI Act, fully applicable by August 2025 for high-risk AI systems, is driving enterprise compliance urgency — companies deploying AI in hiring, credit scoring, healthcare, and other regulated contexts need third-party conformity assessments. Armilla's insurance-backed warranty differentiates its offering from pure advisory competitors. The reinsurer backing (Swiss Re, Greenlight Re, Chaucer) provides both capital credibility and distribution through insurance broker channels. The 2025 strategy focuses on growing EU AI Act compliance assessments and expanding the warranty product coverage to more AI deployment use cases.

Full profile

AI Visibility Head-to-Head

32
Overall Score
37
#1
Category Rank
#211
78
AI Consensus
57
up
Trend
up
37
ChatGPT
42
32
Perplexity
44
31
Gemini
36
38
Claude
45
30
Grok
28

Capabilities & Ecosystem

Capabilities

Only Cambio
AI Building Performance & Decarbonization

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