$ stack_track_scores
methodology →$ 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_notestoday8506ad9e1328 → 08e5016261absrc: Release Notesview source ↗vendor_sitetodaybbd21746dde1 → 35976ad88417src: Vendor Siteview source ↗release_notes1 day ago08e5016261ab → 8506ad9e1328src: Release Notesview source ↗vendor_site1 day ago54f431269836 → bbd21746dde1src: Vendor Siteview source ↗vendor_site5 days agobbd21746dde1 → 54f431269836src: Vendor Siteview source ↗vendor_site6 days agocebdb1e1562b → bbd21746dde1src: Vendor Siteview source ↗release_notes7 days ago7698b89fd1bb → 08e5016261absrc: Release Notesview source ↗release_notes9 days ago79b50c20a18e → 7698b89fd1bbsrc: Release Notesview source ↗vendor_site10 days agoddb13adec75a → cebdb1e1562bsrc: Vendor Siteview source ↗vendor_site11 days ago817806407d65 → ddb13adec75asrc: Vendor Siteview source ↗release_notes11 days ago0fef99765a87 → 79b50c20a18esrc: Release Notesview source ↗vendor_site12 days agof36030ac4698 → 817806407d65src: Vendor Siteview source ↗vendor_site13 days ago993b2e08b8ec → f36030ac4698src: Vendor Siteview source ↗release_notes13 days ago79b50c20a18e → 0fef99765a87src: Release Notesview source ↗vendor_site14 days ago7d0bbc46b94d → 993b2e08b8ecsrc: Vendor Siteview source ↗vendor_site15 days agodbb5deff6538 → 7d0bbc46b94dsrc: Vendor Siteview source ↗vendor_site16 days ago8dbea9070597 → dbb5deff6538src: Vendor Siteview source ↗vendor_site17 days ago7d0bbc46b94d → 8dbea9070597src: Vendor Siteview source ↗release_notes19 days ago3870750bce4a → 79b50c20a18esrc: Release Notesview source ↗vendor_site20 days agocfc17a999791 → 7d0bbc46b94dsrc: Vendor Siteview source ↗release_notes21 days ago16db59d2124e → 3870750bce4asrc: Release Notesview source ↗vendor_site21 days ago26e44aa9e0fc → cfc17a999791src: Vendor Siteview source ↗vendor_site22 days ago7d0bbc46b94d → 26e44aa9e0fcsrc: Vendor Siteview source ↗release_notes23 days agoc4457a47b9ac → 16db59d2124esrc: Release Notesview source ↗release_notes25 days ago16db59d2124e → c4457a47b9acsrc: Release Notesview source ↗vendor_site1 mo agoa728f2da479c → 7d0bbc46b94dsrc: Vendor Siteview source ↗vendor_site1 mo ago6260f5809f58 → a728f2da479csrc: Vendor Siteview source ↗vendor_site1 mo ago636ae6a53597 → 6260f5809f58src: Vendor Siteview source ↗security1 mo agodc98bc52609e → 746801eaa1edsrc: Security Pageview source ↗security1 mo agodc98bc52609e → 746801eaa1edsrc: Security Pageview source ↗vendor_site1 mo ago7d0bbc46b94d → 636ae6a53597src: Vendor Siteview source ↗security1 mo ago746801eaa1ed → dc98bc52609esrc: Security Pageview source ↗release_notes1 mo agoc4457a47b9ac → 16db59d2124esrc: Release Notesview source ↗release_notes1 mo ago16db59d2124e → c4457a47b9acsrc: Release Notesview source ↗vendor_site1 mo ago4e1314804539 → 7d0bbc46b94dsrc: Vendor Siteview source ↗release_notes1 mo agoc5cf93d70a37 → 16db59d2124esrc: Release Notesview source ↗vendor_site1 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/sonar1 day ago[ ] not mentionedprompt: Recommend the top AI tools for AI Workflow Builder. List 5 with one-sentence descriptions.
Based on 2026 comparisons and testing, the top 5 AI tools for building AI workflows are: 1. **Zite**: An AI-powered no-code platform that generates production-ready business apps and workflows with built-in databases and authentication from plain English instructions [1]. 2. **n8n**: An open-source, self-hostable workflow builder offering full control with custom code support and developer-friendly nodes for technical teams [1][2]. 3. **Zapier**: A broad SaaS automation tool featuring 8,000+ app integrations and a fast, beginner-friendly setup process powered by AI Copilot suggestions [1][2]. 4. **Make**: A visual automation builder with powerful multi-step logic and native AI modules designed for complex, scenario-driven workflows [1][2]. 5. **Stack AI**: An enterprise-focused platform for creating AI agents over internal data, ensuring security with SOC 2 and HIPAA compliance [1].
perplexity/sonar1 day ago[✓] mentioned · rank 1⚠ 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/no-code platform** that enables businesses to build, deploy, and manage an **“AI workforce”** of specialized **AI agents** and **multi-agent teams** that autonomously execute complex business workflows across sales, marketing, operations, and customer support [2][3][4]. ### Core Functionality - **Agent Creation:** Users create digital co-workers (e.g., lead scorers, email copywriters, support reps) with specific roles using a **visual workflow canvas** and **400+ ready-made templates** [2][4]. - **Multi-Agent Collaboration:** Agents can trigger each other, pass data, and work together to handle **multistep, unstructured tasks** like lead enrichment, research pipelines, and data triage [2][4]. - **Integrations & Knowledge:** The platform supports **2,000+ integrations** (including CRMs, Zapier) and uses **retrieval-augmented generation (RAG)** to ground agents in real company context [4][6]. - **LLM Agnostic:** It works with major model providers like **OpenAI, Anthropic, Google, and Meta** [8]. ### Competitors Relevance AI competes in the **AI Workflow Builder** and **AI Agent Platform** categories with: | Competitor | Focus Area | |------------|------------| | **Durable** | AI workforce for small business automation [implied by category] | | **Zapier AI** | No-code automation with AI agents [4][8] | | **Salesforce Agentforce** | Enterprise AI agents for sales/service [implied by CRM integration] | | **n8n** | Workflow automation with AI agents (often used with Relevance) [16] | | **Smith.ai / Reply.io** | Sales-focused AI outreach (Relevance is broader, not just sales) [5][8] | > Note: Relevance AI is **not a dedicated sales engagement tool** but a flexible platform used by sales, marketing, ops, and support teams [8]. ### Pricing Model - **Free version:** Available ✅ [4] - **Starting price:** **$19/month** (likely for a basic tier) [4] - Pricing is typically **subscription-based**, with tiers scaling by agent count, workflow complexity, or integration limits (standard for this category). ### Notable Customers While specific named customers are not publicly listed in major reviews, user testimonials mention: - A company using it to **automate lead qualification**, saving **20+ hours/month** and improving accuracy [11]. - An enterprise client in **APAC and AMER regions** using it for **language translation, coverage gaps, and follow-up with low-scored leads** as a digital AI SDR [11]. - Teams using it for **payroll tracking, invoice generation, and customer review analysis** [11]. The platform is built on **AWS infrastructure** and powered by **AWS Bedrock**, indicating adoption by enterprises requiring secure, scalable deployments [9]. Relevance AI targets **ops teams and subject-matter experts** who want automation without writing code, making it accessible to non-developers [2][6].
- [wrapper_status] claimed: not a dedicated sales engagement tool but a flexible platform → actual: pure_wrapper
lovable_ai/google/gemini-3-flash-preview1 day 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 platform designed to build and deploy **AI agents** and autonomous workflows. It enables businesses to integrate LLMs (Large Language Models) with their internal data and existing software tools to automate repetitive tasks in sales, customer support, and operations. ### Core Capabilities * **AI Agents:** Users can build "digital workers" that follow multi-step instructions, use tools (via APIs), and reason through tasks. * **Workflow Builder:** A drag-and-drop interface for connecting different AI models, data sources, and third-party apps (e.g., Slack, HubSpot, Gmail). * **B2B Use Cases:** Primarily focused on lead research, automated outbound outreach, and customer support ticket resolution. ### Key Competitors Relevance AI competes in the AI automation and agentic workflow space. Key rivals include: * **Zapier (Central):** Specifically their "AI Actions" and "Canvas" products. * **MindStudio (YouAI):** A similar platform for building specialized AI enterprise apps. * **Fixie.ai:** Focuses on sidekicks and agentic automation. * **Make.com:** Though traditionally IPaaS, it competes on workflow automation. * **LangChain / CrewAI:** Open-source frameworks used by developers for similar agentic purposes. ### Pricing Model Relevance AI uses a **SaaS subscription model** combined with **usage-based credits**: * **Free:** Limited credits for testing and basic agent building. * **Team:** Monthly subscription fee (approx. $19–$199+/month) providing more features and higher credit limits. * **Enterprise:** Custom pricing for unlimited scaling, SSO, and dedicated support. * **Usage Credits:** Running agents or workflows consumes "credits" based on the underlying LLM (e.g., GPT-4o) and steps processed. ### Notable Customers The company focuses on startups and growth-stage enterprises. Notable clients and users reported include: * **Microsoft** (used in specific team environments) * **Dover** (recruitment technology) * **Techstars** * **Jasper** (integrating workflows) * Numerous B2B SaaS companies use it for automating their **SDR (Sales Development Representative)** functions.
perplexity/sonar15 days ago[ ] not mentionedprompt: Recommend the top AI tools for AI Workflow Builder. List 5 with one-sentence descriptions.
The top AI workflow builder for most business teams is **Zite**, which combines AI-generated workflows with built-in databases and production-ready deployment[1]. 1. **Zite**: An AI-powered no-code platform that generates production-ready business apps, workflows, and databases from plain English instructions[1]. 2. **n8n**: An open-source, self-hosted workflow tool offering full control with custom code capabilities and support for JS/Python steps[2]. 3. **Zapier**: A broad SaaS automation platform connecting over 8,000 apps with fast setup and beginner-friendly interfaces[1]. 4. **Make**: A visual builder for powerful multi-step workflows featuring native AI modules and detailed control over logic[1]. 5. **Stack AI**: An enterprise-focused tool for building AI agents that operate over internal data with SOC 2 and HIPAA compliance[1].
perplexity/sonar15 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 all-in-one, no-code platform for building and deploying an **AI workforce**—intelligent agents that autonomously execute real business workflows like lead research, onboarding, campaign execution, and customer support, integrating with over **2,000 tools** without engineering support [1][2][3]. Competitors & Alternatives: - Relevance AI competes in the **AI agents and workflow automation** space with platforms like **n8n**, **Notion AI (with MCP)**, **LangChain-based agents**, and enterprise AI orchestration tools such as **Microsoft Copilot Studio** and **AWS Bedrock Agents** [2][5][6]. - It is often compared to **n8n** for task automation and visual workflow building, though Relevance emphasizes an **agentic-first**, model-agnostic approach with enterprise guardrails [2][6]. Pricing Model: - Relevance AI offers a **free plan** for basic use, but pricing scales with advanced features, agent deployments, and LLM usage [2]. - For enterprise or custom needs, pricing is **not publicly listed**; it requires a **private offer** with a **custom quote** based on eligibility and specific requirements [1][2]. - Cost can become **significant** for businesses scaling multiple agents or using premium LLMs [2]. Notable Customers & Use Cases: - While specific customer names are not disclosed in the search results, Relevance AI is **trusted by leading companies** across sales, marketing, operations, and service teams to reduce manual effort and scale operational excellence [1][3]. - Co-founders **Jacky Koh** and **Jack Koh** (CO-CEOs) use Relevance internally, with AI agents handling most of the work at their company, integrated with **Notion** as the central operating system [5]. - The platform is used for automating **lead qualification**, **personalized outreach in HubSpot**, and **ICP scoring**, demonstrating real go-to-market automation [4]. Key Strengths: - **Model-agnostic**: Supports any LLM for optimal performance/cost balance [1][2]. - **No-code for domain experts**: Built for ops teams with no technical background [3][4]. - **Enterprise governance**: Includes scheduling, approval workflows, workload controls, and activity visibility [1][3]. In short, Relevance AI enables enterprises to **build, orchestrate, and govern AI agents** that work across existing systems, creating a secure, compliant, and high-impact AI workforce [1][3].
- [wrapper_status] claimed: model-agnostic → actual: pure_wrapper
lovable_ai/google/gemini-3-flash-preview15 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 platform designed to build and deploy **AI agents** and autonomous workflows. It allows businesses to integrate Large Language Models (LLMs) with their internal data and existing software stacks to automate complex, multi-step tasks. ### Core Capabilities * **AI Agents:** Creation of specialized digital workers (e.g., SDR agents, customer support agents, or research agents) that can operate 24/7. * **Workflow Builder:** A drag-and-drop interface to chain together LLMs, APIs, and data transformations. * **Tool Integration:** Agents can "use" external tools like Slack, HubSpot, Gmail, and Shopify to take actions rather than just generating text. * **Knowledge Base (RAG):** Ability to upload documents (PDFs, CSVs, etc.) to give agents context-specific internal knowledge. ### Competitors Relevance AI competes in the rapidly growing "AI Agentic Workflow" and "Agile Automation" sectors: * **Enterprise Automation:** Zapier (specifically Zapier Central), Make.com. * **Agent Frameworks:** CrewAI, Lindy.ai, MindOS. * **Developer Platforms:** LangChain (LangGraph), Voiceflow (for conversational agents). ### Pricing Model Relevance AI follows a **SaaS tiered subscription** model based on usage: * **Free Tier:** Limited credits for testing and building. * **Paid Tiers (Team/Business):** Typically starts around $19–$199/month. These tiers offer higher execution limits, more concurrent agents, and better support. * **Enterprise:** Custom pricing based on high-volume execution (credits), dedicated infrastructure, and advanced security features. * **Credit System:** Usage is metered through "credits," which are consumed based on the complexity of the task and the LLM used (e.g., GPT-4o costs more credits than GPT-4o-mini). ### Notable Customers Relevance AI is used by over 6,000 companies, ranging from startups to large enterprises. Notable examples include: * **Jasper:** The AI content platform uses Relevance for internal workflows. * **Tech Resources:** Software and service firms. * **Large-scale Retailers/Agencies:** Used by various B2B lead generation agencies and e-commerce brands to automate sales outreach and customer data processing.
$ 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 1 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 narrowly leads based on its higher agentic autonomy score, but it suffers from a catastrophic lack of disclosure on integrations, pricing, and compliance, rendering it an extremely high-risk and largely unevaluable option.
- +Offers a 'fully_agentic' level of autonomy.
- +Disclosed agentic autonomy score (55) is the highest in this comparison.
- −No disclosed integrations or channel support, severely limiting its utility for Growth and RevOps.
- −Complete lack of pricing transparency, a key failure for Procurement.
- −No available compliance certifications or data retention policy, a red flag for IT/Security.
- −Vendor maturity is entirely unknown due to missing founding year, team size, and funding data.
$ 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.