$ stack_track_scores
methodology →$ buyer_risk_breakdown
UNRATEDUnrated — insufficient public disclosure.
Not enough public disclosure to rate yet — 4 of 5 procurement inputs are still unknown. This is a data gap, not a negative signal.
- Compliance certifications
No SOC 2, ISO 27001, HIPAA, or GDPR posture disclosed in our sources.
to improve → Vendor publishes a trust/security page listing at least one certification.
- Funding stage
Funding stage not yet captured (may be a division of a larger public company).
to improve → Mark parent company or public/profitable status.
- Company age
Founding year not yet captured.
to improve → Add founding year to vendor profile.
- Team size
Team size band not yet captured.
to improve → Add team size band (LinkedIn / vendor disclosure).
- Data governance posture
External processing: customer data is sent to vendor infrastructure.
to improve → Offer a zero-copy or in-VPC deployment option.
$ technical_anatomy
- Wrapper Status
- Pure Wrapper
- Agent Autonomy
- Fully Agentic
- Data Governance
- External Processing
- Deployment
- Unknown
- Data Retention
- Unknown
- Last Detected Update
- today
Thin layer over a third-party foundation model. No proprietary weights.
Plans and executes multi-step workflows end-to-end.
Data is sent to vendor infrastructure for processing.
Where the inference pipeline runs.
How long ingested data persists in vendor systems.
When we last detected a meaningful infrastructure change.
$ marketing_fit
- Use cases
- Unknown
- Channels
- Unknown
- Output types
- Unknown
- Integrations
- Unknown
$ commercial
- Pricing model
- Unknown
- Pricing transparency
- Unknown
- Time to value
- Unknown
- Compliance
- Unknown
- Notable customers
- Unknown
- Customer logo count
- Unknown
How customers are charged.
Is pricing visible without sales contact?
How quickly customers see results.
Public customer logos counted on vendor site.
$ company
- Founded
- Unknown
- Team size
- Unknown
- Funding stage
- Unknown
- Headquarters
- Unknown
Year of incorporation.
Headcount band.
Latest disclosed round.
Primary office location.
$ changelog --tail
release_notestoday4cab7b156d0c → 6c2bbe602ccbsrc: Release Notesview source ↗release_notes4 days ago886fea28ea80 → 4cab7b156d0csrc: Release Notesview source ↗vendor_site4 days ago776de84d999d → 4aeafb44bcdesrc: Vendor Siteview source ↗vendor_site5 days agodd28054bc1a4 → 776de84d999dsrc: Vendor Siteview source ↗release_notes8 days ago4cab7b156d0c → 886fea28ea80src: Release Notesview source ↗release_notes8 days ago4e7fead9ff2f → 4cab7b156d0csrc: Release Notesview source ↗vendor_site9 days agoe2855e9a8e15 → dd28054bc1a4src: Vendor Siteview source ↗vendor_site16 days ago54f431269836 → e2855e9a8e15src: Vendor Siteview source ↗pricing17 days agoc2caa2aea53f → 356c4ea8807csrc: Pricing Pageview source ↗release_notes22 days ago0ba0efa8e3ac → 4e7fead9ff2fsrc: Release Notesview source ↗release_notes24 days ago4e7fead9ff2f → 0ba0efa8e3acsrc: Release Notesview source ↗release_notes1 mo ago0ba0efa8e3ac → 4e7fead9ff2fsrc: Release Notesview source ↗vendor_site1 mo ago468535b6d505 → 54f431269836src: Vendor Siteview source ↗vendor_site1 mo ago54f431269836 → 468535b6d505src: Vendor Siteview source ↗vendor_site1 mo ago4c5a443086e1 → 54f431269836src: Vendor Siteview source ↗release_notes1 mo ago3c7f4f9c0867 → 0ba0efa8e3acsrc: Release Notesview source ↗release_notes1 mo ago08e5016261ab → 3c7f4f9c0867src: Release Notesview source ↗vendor_site1 mo ago8cb4f7e0e7dc → 4c5a443086e1src: Vendor Siteview source ↗vendor_site1 mo ago468535b6d505 → 8cb4f7e0e7dcsrc: Vendor Siteview source ↗vendor_site1 mo ago8cb4f7e0e7dc → 468535b6d505src: Vendor Siteview source ↗vendor_site1 mo ago35976ad88417 → 8cb4f7e0e7dcsrc: Vendor Siteview source ↗release_notes1 mo ago8506ad9e1328 → 08e5016261absrc: Release Notesview source ↗vendor_site1 mo agobbd21746dde1 → 35976ad88417src: Vendor Siteview source ↗release_notes1 mo ago08e5016261ab → 8506ad9e1328src: Release Notesview source ↗vendor_site1 mo ago54f431269836 → bbd21746dde1src: Vendor Siteview source ↗vendor_site1 mo agobbd21746dde1 → 54f431269836src: Vendor Siteview source ↗vendor_site1 mo agocebdb1e1562b → bbd21746dde1src: Vendor Siteview source ↗release_notes1 mo ago7698b89fd1bb → 08e5016261absrc: Release Notesview source ↗release_notes1 mo ago79b50c20a18e → 7698b89fd1bbsrc: Release Notesview source ↗vendor_site1 mo agoddb13adec75a → cebdb1e1562bsrc: Vendor Siteview source ↗vendor_site1 mo ago817806407d65 → ddb13adec75asrc: Vendor Siteview source ↗release_notes1 mo ago0fef99765a87 → 79b50c20a18esrc: Release Notesview source ↗vendor_site1 mo agof36030ac4698 → 817806407d65src: Vendor Siteview source ↗vendor_site1 mo ago993b2e08b8ec → f36030ac4698src: Vendor Siteview source ↗release_notes1 mo ago79b50c20a18e → 0fef99765a87src: Release Notesview source ↗vendor_site1 mo ago7d0bbc46b94d → 993b2e08b8ecsrc: Vendor Siteview source ↗vendor_site2 mo agodbb5deff6538 → 7d0bbc46b94dsrc: Vendor Siteview source ↗vendor_site2 mo ago8dbea9070597 → dbb5deff6538src: Vendor Siteview source ↗vendor_site2 mo ago7d0bbc46b94d → 8dbea9070597src: Vendor Siteview source ↗release_notes2 mo ago3870750bce4a → 79b50c20a18esrc: Release Notesview source ↗vendor_site2 mo agocfc17a999791 → 7d0bbc46b94dsrc: Vendor Siteview source ↗release_notes2 mo ago16db59d2124e → 3870750bce4asrc: Release Notesview source ↗vendor_site2 mo ago26e44aa9e0fc → cfc17a999791src: Vendor Siteview source ↗vendor_site2 mo ago7d0bbc46b94d → 26e44aa9e0fcsrc: Vendor Siteview source ↗release_notes2 mo agoc4457a47b9ac → 16db59d2124esrc: Release Notesview source ↗release_notes2 mo ago16db59d2124e → c4457a47b9acsrc: Release Notesview source ↗vendor_site2 mo agoa728f2da479c → 7d0bbc46b94dsrc: Vendor Siteview source ↗vendor_site2 mo ago6260f5809f58 → a728f2da479csrc: Vendor Siteview source ↗vendor_site2 mo ago636ae6a53597 → 6260f5809f58src: Vendor Siteview source ↗security2 mo agodc98bc52609e → 746801eaa1edsrc: Security Pageview source ↗security2 mo agodc98bc52609e → 746801eaa1edsrc: Security Pageview source ↗vendor_site2 mo ago7d0bbc46b94d → 636ae6a53597src: Vendor Siteview source ↗security2 mo ago746801eaa1ed → dc98bc52609esrc: Security Pageview source ↗release_notes2 mo agoc4457a47b9ac → 16db59d2124esrc: Release Notesview source ↗release_notes2 mo ago16db59d2124e → c4457a47b9acsrc: Release Notesview source ↗vendor_site2 mo ago4e1314804539 → 7d0bbc46b94dsrc: Vendor Siteview source ↗release_notes2 mo agoc5cf93d70a37 → 16db59d2124esrc: Release Notesview source ↗vendor_site2 mo ago7d0bbc46b94d → 4e1314804539src: Vendor Siteview source ↗
$ how_ai_describes_us
all drift →Weekly capture of how Gemini and Perplexity answer questions about Relevance AI. Hallucinations are checked against the verified facts above.
perplexity/sonar11 days ago[ ] not mentionedprompt: Recommend the top AI tools for AI Workflow Builder. List 5 with one-sentence descriptions.
Here are **5 strong AI workflow builder tools** to consider, based on recent roundups and comparisons of 2026 workflow platforms.[1][2][4][7][16] - **n8n** — Best for technical teams that want **full control**, with open-source/self-hosted deployment and support for custom code.[2][4][16] - **Zapier** — Best for **fast no-code automations** across thousands of SaaS apps, especially for non-technical users.[2][4][16] - **Make** — Best for **visual, multi-step workflows** with detailed branching logic and strong data transformation capabilities.[2][4][16] - **Gumloop** — Best for **simple no-code AI workflows**, with templates and a visual builder aimed at medium-sized teams.[1][4][17] - **Vellum AI** — Best for teams building **production-grade AI workflows**, with collaboration features and support for technical and non-technical users.[7][10][16]
perplexity/sonar11 days ago[✓] mentioned⚠ 1 hallucinationprompt: What does Relevance AI do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
Relevance AI is a **low-code/no-code AI workflow and agent builder** for creating AI agents and multi-agent teams that can automate business tasks, such as customer support, sales operations, research, reporting, and internal workflows.[3][8][13] Its core product is a visual builder for agents, tools, workflows, and “AI workforce” orchestration, with built-in integrations and no-code tool creation.[1][3] It competes most directly with other **AI agent builders / workflow automation platforms**, especially tools used to build autonomous agents and business automations. Public review and comparison sources position it alongside products such as **MindStudio**, **11x-style AI workforce tools**, and broader automation stacks that can connect LLMs to business systems, while its feature set overlaps with workflow platforms like **Zapier**-style trigger/action automation.[16][17] Based on its positioning, it also competes indirectly with enterprise agent platforms and no-code AI app builders that target similar use cases.[8][14] Its **pricing model** is a **tiered SaaS subscription**, with a free tier and paid plans that scale by usage/credits and team/enterprise needs. Third-party reviews report a **free plan** and paid pricing starting around **$19/month** in one review, while other comparison pages report paid plans starting at **$199/month**; this suggests pricing may vary by plan structure, billing period, or have changed over time.[4][10][16] Relevance AI also sells an **enterprise** offering for larger deployments.[17] Notable customers are **not clearly listed in the search results provided**, so I can’t verify specific customer names from these sources. The most factual statement from the available material is that Relevance AI is marketed for sales, marketing, operations, support, and analytics teams, and is distributed through channels like Microsoft Marketplace and AWS Marketplace, which indicates enterprise and mid-market adoption but does not name customers.[8][13][17]
- [pricing_model] claimed: Its pricing model is a tiered SaaS subscription, with a free tier and paid plans that scale by usage/credits and team/enterprise needs. Third-party reviews report a free plan and paid pricing starting around $19/month in one review, while other comparison pages report paid plans starting at $199/month; this suggests pricing may vary by plan structure, billing period, or have changed over time. Relevance AI also sells an enterprise offering for larger deployments. → actual: null
lovable_ai/google/gemini-3-flash-preview11 days ago[✓] mentioned⚠ 1 hallucinationprompt: What does Relevance AI do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**Relevance AI** is a low-code platform designed to build, deploy, and manage **AI Agents** and multi-step workflows that automate repetitive business tasks. ### Core Functionality * **AI Agents:** Users can create autonomous agents specialized in tasks like research, lead generation, or customer support using LLMs (GPT-4, Claude, etc.). * **Workflow Builder:** A drag-and-drop interface to chain together tools, data sources, and AI prompts to process information at scale. * **Data Integration:** It allows users to connect their own datasets (PDFs, CSVs, APIs) to "ground" the AI and prevent hallucinations. * **Tools & Actions:** Agents can perform actions like sending emails, updating CRMs, or searching the web via integrations. ### Key Competitors * **Zapier Central / Zapier Interfaces:** Focused on simple automation triggers and basic AI actions. * **MindStudio (YouAI):** A direct competitor for building custom AI apps and internal tools. * **LangChain / Flowise:** Open-source frameworks that offer more granular control for developers. * **Lately / Lindy.ai:** Platforms focused on specific autonomous agent niches. ### Pricing Model Relevance AI operates on a **subscription + credit-based** model: * **Free:** A limited tier for testing with a small amount of monthly credits. * **Team:** Paid monthly subscription (approx. $199/month starting) providing higher execution limits and team collaboration features. * **Business/Enterprise:** Custom pricing for high-volume execution, advanced security, and dedicated support. * *Note: Tasks consume "credits" based on the complexity and the LLM model used.* ### Notable Customers The platform is used by over 20,000 organizations, including: * **Tech & Services:** HubSpot, Microsoft, and various high-growth startups. * **Consultancies:** Large professional service firms use it for automated document analysis and market research.
- [wrapper_status] claimed: fully_agentic → actual: pure_wrapper
perplexity/sonar25 days ago[ ] not mentionedprompt: Recommend the top AI tools for AI Workflow Builder. List 5 with one-sentence descriptions.
Here are **5 top AI workflow builder tools** to consider: **n8n**, **Zapier**, **Make**, **Gumloop**, and **Vellum**.[1][2][5][14][20] - **n8n** — Best for technical teams that want **self-hosting**, custom logic, and flexibility across AI and app integrations.[2][5][14] - **Zapier** — Best for non-technical users who want **fast, no-code automations** with a very large app connector ecosystem.[2][5][14] - **Make** — Best for building **visual, multi-step workflows** with detailed branching and data transformation control.[2][4][13][20] - **Gumloop** — Best for teams wanting **simple no-code AI workflows** with templates and AI-focused automation features.[1][2] - **Vellum** — Best for teams building **low-code AI workflows** and business automations with an emphasis on AI assistant-style workflow building.[14][20]
perplexity/sonar25 days ago[✓] mentionedprompt: What does Relevance AI do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
Relevance AI is a **low-code/no-code platform for building and managing AI agents and multi-agent workflows** that can automate business tasks like sales, customer support, research, enrichment, and internal operations.[3][7][14] The product is positioned as an “**AI workforce**” builder: users create specialized agents, connect them to tools and data, and chain them into workflows on a visual canvas with guardrails and deployment controls.[2][3][14] What it does in practice: - **Builds AI agents** from a prompt, template, or from scratch.[3] - **Connects agents to tools and APIs** such as email, CRM updates, web search, and custom APIs.[3][14] - **Coordinates multi-agent workflows** so multiple agents can pass work between each other on a visual canvas.[3][7] - **Automates business processes** across sales, marketing, operations, and support.[4][7][15] **Competitors** are other AI agent/workflow builders and automation platforms. Based on the category and comparable products mentioned in the results, relevant competitors include **MindStudio**, **Microsoft Copilot Studio**, **AWS-native agent tooling/marketplace offerings**, and broader workflow automation/AI-agent platforms such as **Eesel AI** and similar no-code agent builders.[7][14][17][12] If you want a tighter competitive set, the closest direct peers are other **AI workforce / multi-agent builder** tools rather than generic chatbots.[7][15] On **pricing**, the results show two different signals: one review source lists a **free version** and a **starting price of $19/month**,[4] while another source says paid plans start at **$199/month** with usage credits.[17] Because these are secondary sources and the pricing page itself was not included in the results, the safest factual statement is that Relevance AI appears to offer a **free tier** and **paid plans**, but the exact entry price is **conflicting across sources**.[4][17] Notable customers are **not clearly listed in the provided results**. The available sources mention use cases and integrations, but they do **not** name verified customer logos or case studies in the search results you provided.[3][4][14]
lovable_ai/google/gemini-3-flash-preview25 days ago[✓] mentioned⚠ 1 hallucinationprompt: What does Relevance AI do? It is an AI tool in the AI Workflow Builder category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**Relevance AI** is an enterprise-grade platform designed to build, deploy, and manage **AI Agents** and automated workflows. It allows businesses to integrate LLMs (like GPT-4 or Claude) into their existing operations to perform complex tasks autonomously. ### Core Functionality * **AI Agents:** Users can create "digital employees" for specific roles (e.g., SDRs, researchers, or customer support) that can reason, use tools, and interact with third-party APIs. * **Low-Code Workflow Builder:** A visual canvas to chain together LLM prompts, data transformations, and API calls. * **Tool Integration:** Connects with over 100+ platforms including Slack, HubSpot, Salesforce, and Gmail. * **Knowledge Base:** Built-in vector database capabilities to allow agents to retrieve and act on internal company data (RAG). ### Key Competitors * **Zapier Central:** AI-driven automation within the Zapier ecosystem. * **Make.com:** Traditional workflow automation that has recently integrated AI capabilities. * **MindStudio (YouAI):** A platform for building personalized AI applications and workers. * **Retool:** Specifically their "Retool AI" features for building internal business tools. * **CrewAI / LangChain:** Open-source frameworks that cater to developers building similar agentic workflows. ### Pricing Model Relevance AI uses a **tiered subscription model** based on usage (credits): * **Free:** Limited credits to test features and build basic agents. * **Team:** Approximately **$199/month**, offering higher execution limits and team collaboration features. * **Business:** Approximately **$599/month**, designed for scaling agents across a department. * **Enterprise:** Custom pricing for unlimited scale, SSO, and dedicated support. ### Notable Customers Relevance AI is utilized by high-growth startups and established firms, including: * **TechStars** * **Microsoft** (specifically within certain internal innovation teams) * **Year13** * **Dovetail**
- [wrapper_status] claimed: It allows businesses to integrate LLMs (like GPT-4 or Claude) into their existing operations to perform complex tasks autonomously. → actual: pure_wrapper
$ pricing_receipts
all receipts →Weekly snapshot diff of Relevance AI's pricing page. Tiers extracted with AI, compared against the prior week.
current tiers · captured 3 mo ago
$ buyer_panel_verdict
full panel →Synthetic buyer panel (CMO + RevOps + IT + Procurement) ranks Relevance AI against the AI Workflow Builder category. Grounded in disclosed facts only.
Relevance AI marginally leads due to its stated 'fully_agentic' capability, but its near-total failure to disclose information on integrations, security, and pricing makes it an extremely high-risk and unverifiable option.
- +Offers a 'fully_agentic' capability, which is its sole differentiating feature and a priority for the Head of Growth.
- −Complete lack of disclosure on integrations, channels, and compliance, making it impossible to assess fit for RevOps or IT.
- −No information provided on pricing model or vendor maturity, creating significant risk for Procurement.
- −Data governance is poorly defined with 'external_processing' and no disclosed data retention policy.
- −Extremely low transparency score based on the high number of null fields.
$ sources --all
Every claim above links to its origin. Nothing here is inferred without a citation; missing fields are marked Unknown rather than guessed.
No sources cited yet. Admins can attach citations from the admin panel.