All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.
Relyance AI sells a real-time map of where sensitive data moves across code, cloud, SaaS, and AI, checked against the rules that govern each flow. Security, privacy, and AI-governance teams at data-heavy enterprises are the buyers, and TechCrunch names Coinbase, Snowflake, and Plaid among the customers. Beyond those names, the growth figures come from the company itself: TechCrunch relayed the chief executive's claims that the customer base grew 30 percent in early 2024 and that annual recurring revenue was on track to double. Its most recent disclosed round is a 32 million dollar Series B from October 2024. Relyance announced commercial availability of its Lyo monitoring engine in March 2026. A buyer sees real named demand without an independent measure of the scale behind it.
| Description | Data security and privacy governance platform that maps how data moves across code, cloud, SaaS, and AI systems in real time, then checks that use against contracts, privacy regulations, and AI governance obligations. | [f1] |
|---|---|---|
| Founded | 2020 | [f2] |
| HQ | San Francisco, CA | [f2] |
| Funding | $59M total | [f3] |
| Latest funding | Series B, $32M, led by Thomvest Ventures (2024) | [f3] |
| Product | What it does |
|---|---|
| Lyo | Agentless engine that continuously discovers data and AI assets, maps data journeys across code, cloud, SaaS, and AI systems, and flags risks with remediation guidance. |
| Data Journeys | Real-time data-flow mapping across code, cloud, SaaS, AI models, and third parties, tying each flow to its legal, contractual, and policy obligations. |
| AI Security Posture Management | Discovers and inventories AI models, agents, and MCP servers, maps what data each can access and the identity it acts as, and detects shadow AI across code and cloud. |
| Data Security Posture Management | Sensitive-data discovery, classification, and posture management across enterprise cloud, SaaS, and on-premises data stores. |
| Privacy Automation Platform | Automates consent, data subject requests, records of processing, and privacy assessments against global privacy regulations. |
| AI Governance | Maps AI systems and data flows to obligations under the EU AI Act, ISO 42001, and NIST AI RMF, and generates audit-ready evidence. |
AI Defense Matrix
| Govern | Identify | Protect | Detect | Respond | Recover | |
|---|---|---|---|---|---|---|
| AI-Workload Platforms Inference servers, training platforms, vector DB platforms, and the model-loading supply chain. | ||||||
| AI Orchestration Tools Agentic orchestration tools, plus their plugins, skills, hooks, system prompts, scaffolding, harnesses, configuration settings, and MCP clients on user devices. | ||||||
| AI-Generated Code Code produced by AI tools, AI-assisted reviews, AI-generated infrastructure-as-code and tests, and vibe-coded apps that bypass CI/CD. | ||||||
| AI Gateways & Routers MCP proxies and gateways, LLM routers, outbound AI-service traffic, shadow AI egress, and model-registry traffic. | ||||||
| AI Model Model weights, fine-tuning checkpoints, model cards, registries, AIBOM, and the third-party LLMs your enterprise consumes. | ||||||
| Training Data Datasets used for training, fine-tuning, and continued learning. | ||||||
| Runtime AI Data User prompts, inference inputs, RAG content, vector DB content, persistent agent memory, and interaction history. | ||||||
| AI Agent Identities AI agents as non-human principals, plus credentials, keys, permission scopes, service accounts, and delegation chains across agents and tools. |
Relyance AI Security Posture Management discovers and inventories AI models, agents, and MCP servers, maps the data each can reach and the identity it acts as, and detects shadow AI. These capabilities are mapped to the AI Defense Matrix. [f4]
Cyber Defense Matrix
| Identify | Protect | Detect | Respond | Recover | |
|---|---|---|---|---|---|
| Devices Workstations, servers, phones, tablets, storage, network devices, IoT infrastructure, and similar hardware. | |||||
| Applications Software, interactions, and application flows on the devices. | |||||
| Networks Connections and traffic flowing among devices and apps, plus communication paths. | |||||
| Data Content at rest, in transit, or in use across devices, apps, and networks. | |||||
| Users The people using the devices, apps, networks, and data. |
Relyance AI Data Journeys and its data security posture management discover and classify sensitive data, map its movement across code, cloud, and SaaS, and detect exposure and exfiltration. These conventional data-security capabilities are mapped to the Cyber Defense Matrix. [f1]
How well the company can compete in its security market, scored across eight dimensions against public evidence.
| Dimension | Score |
|---|---|
| Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. | 4/5 |
| Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs, demos, and third-party validation. | 4/5 |
| Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. | 4/5 |
| Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. | 3/5 |
| GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. | 4/5 |
| Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. | 3/5 |
| Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. | 3/5 |
| Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. | 3/5 |
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A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.
reinforce or reposition
| Dimension | Score |
|---|---|
| Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. | 1/3 |
| Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. | 2/3 |
| Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. | 1/3 |
| Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. | 3/3 |
| Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. | 3/3 |
| Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. | 2/3 |
| Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. | 1/3 |
Unlock the Full Analysis
The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.
One-time purchase: $20 per profile.
UnlockReading several? Unlock the entire catalog.
| Id | Source | Tier | Accessed |
|---|---|---|---|
| f1 | Relyance AI: Meet Lyo, the AI data defense engineer | official | 2026-07-10 |
| f2 | BankInfoSecurity: Relyance AI Raises $32M to Take on AI Governance Challenges | press | 2026-07-10 |
| f3 | TechCrunch: Relyance lands $32M to help companies comply with data regulations | press | 2026-07-10 |
| f4 | Relyance AI: AI Security Posture Management | official | 2026-07-10 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Relyance AI: AI data security platform homepage with customer logo wall (Coinbase, ClickUp, Ancestry, MyFitnessPal in image alt text) “Trusted by security teams at” | official | 2026-07-10 |
| s2 | Relyance AI: Meet Lyo, the AI data defense engineer “Lyo tracks thousands of data journeys simultaneously across code, runtime, AI models, data stores, enterprise apps, and identities.” | official | 2026-07-10 |
| s3 | Relyance AI: AI Security Posture Management FAQ comparing Wiz and Palo Alto “How is Relyance AI different from Wiz AI-SPM or Palo Alto Prisma Cloud AI-SPM? Wiz and Palo Alto Networks offer AI-SPM as a feature within their cloud-native application protection platforms (CNAPPs). Their approach starts from cloud infrastructure posture and adds AI asset discovery on top.” | official | 2026-07-10 |
| s4 | TechCrunch: Relyance lands $32M to help companies comply with data regulations (Kyle Wiggers) “Sharma claims that the business is on track to double annual recurring revenue this year and that Relyance's customer base, which includes Coinbase, Snowflake, MyFitnessPal, and Plaid, grew 30% in H1.” | press | 2026-07-10 |
| s5 | BankInfoSecurity: Relyance AI Raises $32M to Take on AI Governance Challenges (Michael Novinson) “Relyance AI, founded in 2020, employs 67 people and emerged from stealth in September 2021 with $30 million in seed and Series A funding. The firm was one of 10 finalists in RSA's 2023 Innovation Sandbox content, but ultimately lost to HiddenLayer.” | press | 2026-07-10 |
| s6 | Relyance AI Trust Center (Secureframe): SOC 2 Type 2 and ISO 27001 “Request SOC 2 Type 2 Report Request ISO 27001 Certificate” | official | 2026-07-10 |
| s7 | Relyance AI leadership page (Abhi Sharma, Lakshmisha Bhat) “Abhi Sharma CEO & Co-Founder ... Lakshmisha Bhat CTO, Engineering” | official | 2026-07-10 |
| s8 | Relyance AI pricing: build-your-package tiers (Essentials, Advanced) with regulatory readiness “Regulatory Compliance Readiness - EU AI ACT; NIST RMF; ISO 42001” | official | 2026-07-10 |
| s9 | Relyance AI: AI-SPM compliance-framework FAQ and obligation mapping “Which compliance frameworks does the AI security expert support? Relyance AI maps AI assets and data flows to obligations under the EU AI Act, ISO 42001, NIST AI RMF, GDPR, SOC 2, and sector-specific regulations including SOX, HIPAA, and NIS2.” | official | 2026-07-10 |
| s10 | TechCrunch: Relyance $32M Series B led by Thomvest with M12 (Kyle Wiggers) “Relyance this month closed a $32 million Series B round led by Thomvest with participation from M12 (Microsoft's venture fund), Cheyenne Ventures, Menlo Ventures, and Unusual Ventures.” | press | 2026-07-10 |
| s11 | TechCrunch: Relyance founders' backgrounds, Sharma and Golchehreh (Kyle Wiggers) “Sharma, a software dev, was a platform engineer at AppDynamics before helping to found FogHorn, an edge AI platform that Johnson Controls acquired in 2022. ... Golchehreh is an attorney by trade, having previously served as senior counsel at Workday and autonomous car startup Cruise.” | press | 2026-07-10 |
| s12 | TechCrunch: Relyance data inventory and data map engine (Kyle Wiggers) “Relyance's solution is an engine that scans an org's data sources, such as third-party apps, cloud environments, AI models, and code repositories, and checks to see if they're in agreement with policies.” | press | 2026-07-10 |
| s13 | Relyance AI customers page: video testimonials from named executives, organizations shown as logos “Kathleen Determann, Deputy General Counsel and Chief Compliance and Privacy Officer” | official | 2026-07-10 |
| s14 | Relyance AI newsroom: Lyo commercial availability announced March 23, 2026 “Relyance AI Sets New Enterprise Data Security Standard with Commercial Availability of Lyo” | official | 2026-07-10 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Relyance AI: AI data security platform homepage with customer logo wall (Coinbase, ClickUp, Ancestry, MyFitnessPal in image alt text) “Trusted by security teams at” | official | 2026-07-10 |
| s2 | Relyance AI: Meet Lyo, the AI data defense engineer “Lyo tracks thousands of data journeys simultaneously across code, runtime, AI models, data stores, enterprise apps, and identities.” | official | 2026-07-10 |
| s3 | Relyance AI: AI Security Posture Management FAQ comparing Wiz and Palo Alto “How is Relyance AI different from Wiz AI-SPM or Palo Alto Prisma Cloud AI-SPM? Wiz and Palo Alto Networks offer AI-SPM as a feature within their cloud-native application protection platforms (CNAPPs). Their approach starts from cloud infrastructure posture and adds AI asset discovery on top.” | official | 2026-07-10 |
| s4 | TechCrunch: Relyance lands $32M to help companies comply with data regulations (Kyle Wiggers) “Sharma claims that the business is on track to double annual recurring revenue this year and that Relyance's customer base, which includes Coinbase, Snowflake, MyFitnessPal, and Plaid, grew 30% in H1.” | press | 2026-07-10 |
| s5 | BankInfoSecurity: Relyance AI Raises $32M to Take on AI Governance Challenges (Michael Novinson) “Relyance AI, founded in 2020, employs 67 people and emerged from stealth in September 2021 with $30 million in seed and Series A funding. The firm was one of 10 finalists in RSA's 2023 Innovation Sandbox content, but ultimately lost to HiddenLayer.” | press | 2026-07-10 |
| s6 | Relyance AI Trust Center (Secureframe): SOC 2 Type 2 and ISO 27001 “Request SOC 2 Type 2 Report Request ISO 27001 Certificate” | official | 2026-07-10 |
| s7 | Relyance AI leadership page (Abhi Sharma, Lakshmisha Bhat) “Abhi Sharma CEO & Co-Founder ... Lakshmisha Bhat CTO, Engineering” | official | 2026-07-10 |
| s8 | Relyance AI pricing: build-your-package tiers (Essentials, Advanced) with regulatory readiness “Regulatory Compliance Readiness - EU AI ACT; NIST RMF; ISO 42001” | official | 2026-07-10 |
| s9 | Relyance AI: AI-SPM compliance-framework FAQ and obligation mapping “Which compliance frameworks does the AI security expert support? Relyance AI maps AI assets and data flows to obligations under the EU AI Act, ISO 42001, NIST AI RMF, GDPR, SOC 2, and sector-specific regulations including SOX, HIPAA, and NIS2.” | official | 2026-07-10 |
| s10 | TechCrunch: Relyance $32M Series B led by Thomvest with M12 (Kyle Wiggers) “Relyance this month closed a $32 million Series B round led by Thomvest with participation from M12 (Microsoft's venture fund), Cheyenne Ventures, Menlo Ventures, and Unusual Ventures.” | press | 2026-07-10 |
| s11 | TechCrunch: Relyance founders' backgrounds, Sharma and Golchehreh (Kyle Wiggers) “Sharma, a software dev, was a platform engineer at AppDynamics before helping to found FogHorn, an edge AI platform that Johnson Controls acquired in 2022. ... Golchehreh is an attorney by trade, having previously served as senior counsel at Workday and autonomous car startup Cruise.” | press | 2026-07-10 |
| s12 | TechCrunch: Relyance data inventory and data map engine (Kyle Wiggers) “Relyance's solution is an engine that scans an org's data sources, such as third-party apps, cloud environments, AI models, and code repositories, and checks to see if they're in agreement with policies.” | press | 2026-07-10 |
| s13 | Relyance AI customers page: video testimonials from named executives, organizations shown as logos “Kathleen Determann, Deputy General Counsel and Chief Compliance and Privacy Officer” | official | 2026-07-10 |
| s14 | Relyance AI newsroom: Lyo commercial availability announced March 23, 2026 “Relyance AI Sets New Enterprise Data Security Standard with Commercial Availability of Lyo” | official | 2026-07-10 |
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