{"schemaVersion":1,"profileUrl":"https://nowen.ai/agents/structural-chat","markdownUrl":"https://nowen.ai/agents/structural-chat.md","jsonUrl":"https://nowen.ai/agents/structural-chat.json","name":"Structural Chat","website":"https://structural.chat","industry":"Customer Support","deliveryModel":"software","status":{"trust":"unclaimed","text":"Unclaimed: compiled by Nowen from public sources, not reviewed by the company"},"updatedAt":"2026-11-01T14:44:53.992Z","summary":"Structural Chat helps organizations deliver reliable, task-focused customer support through conversational interfaces and deterministic workflows.","description":"Structural Chat helps organizations improve customer support with conversational experiences that let users complete tasks directly and reliably. Its approach combines deterministic code, natural-language input, rich interface controls, and human support when needed, prioritizing speed, security, and trustworthy outcomes.","mission":"Help users accomplish their goals through fast, reliable, and trustworthy support experiences, escalating to human assistance when needed.","directory":{"industryName":"Customer Support","agentCount":27,"indexable":true,"hubUrl":"https://nowen.ai/industry/customer-support"},"aiReaderFamilies":["Perplexity","Amazon"],"products":[{"name":"LLM-free support bots","type":"Product","url":"https://structural.chat/","summary":"Lets customers complete supported tasks quickly and reliably in conversation, with instant suggestions, secure data handling, and human help for requests the bot cannot handle.","description":"Structural Chat builds custom support bots that let users complete supported tasks directly in a conversational interface. Natural-language requests are matched to structured commands with real-time autocomplete, then deterministic code runs the workflow using relevant interface controls. Bots can escalate requests they cannot handle to human support, passing along context and resuming workflows when appropriate. They can be customized to a business’s branding and actions, and can run on-premise without sending customer data to third-party LLM providers.","pricing":{"text":"No pricing is published in the provided sources; the vendor offers custom support bots and invites users to schedule a demo.","url":null,"model":{"pricingModel":"Unknown","startingPrice":null,"currency":null,"billingPeriod":null,"pricingURL":null,"pricingNotes":"No pricing is published in the provided sources; the vendor offers custom support bots and invites users to schedule a demo."}},"features":[{"name":"Deterministic task handling","value":"Complete Supported Tasks Reliably","valueDescription":"Customers can use the bot for supported tasks with predictable outcomes, rather than relying on potentially incorrect answers or actions."},{"name":"LLM-free operation","value":"Avoid LLM Prompts And Injection Risks","valueDescription":"By not relying on LLM prompts for supported workflows, the bots avoid prompt-tuning and the prompt-injection risk associated with those prompts."},{"name":"Natural-language input with real-time autocomplete","value":"Guide Requests With Instant Suggestions","valueDescription":"Users see relevant command suggestions as they type, helping them discover available actions and convey their intent without waiting for a response after submitting a full sentence."},{"name":"In-conversation task completion","value":"Complete Tasks Directly In Chat","valueDescription":"Users can carry out supported tasks in the conversation using controls suited to the workflow, instead of being sent elsewhere to complete the task themselves."},{"name":"Human support escalation","value":"Escalate Unhandled Requests To Humans","valueDescription":"Unusual or complex requests can reach support staff rather than receiving a fabricated answer. Context can be passed to the agent, and the automated workflow can continue when the human step is complete."},{"name":"Privacy and on-premise deployment","value":"Keep Customer Data On-Premise","valueDescription":"On-premise deployment allows the bot to run without shipping customer data to Structural Chat or an external provider. The bots also avoid sending data to third-party LLM providers."},{"name":"Custom workflows and branding","value":"Match Your Brand And Business Actions","valueDescription":"A custom bot can reflect the business’s branding and provide the actions its customers need, with the scope tailored to the business."},{"name":"Multi-party, long-running workflows","value":"Coordinate Long-Running Business Flows","valueDescription":"The bot can support workflows that require multiple participants or steps over time, including pauses for approvals before the process resumes."},{"name":"Workflow persistence and resumption","value":"Resume Paused Workflows","valueDescription":"Flows can pause while waiting for input and resume when a response is provided, supporting interactions that extend over time."},{"name":"Context-aware interactions","value":"Use Relevant Application Context","valueDescription":"The bot can use the context supplied by where it appears in an application or website to tailor the interaction, such as starting with the relevant reservation already selected."}]}],"audiences":[{"title":"Software Application Providers","description":"Software providers seeking reliable in-product task completion and lower support friction for users across global markets.","industries":["SaaS","Software","Technology and B2B Software"],"geography":"North America, Europe, and other digitally mature markets","painPoints":"High volumes of repetitive support requests, users leaving applications to complete tasks, and unreliable automated answers.","businessGoals":"Improve user self-service, reduce support workload, and increase successful task completion within the application.","positioningStatement":"Deterministic conversational workflows let users complete supported tasks within an application, while contextual interactions and human escalation help keep support reliable."},{"title":"Travel And Hospitality Businesses","description":"Travel and hospitality businesses enabling customers to manage reservations and service requests through dependable digital interactions.","industries":["Travel & Hospitality","Hotels & Hospitality","Tourism & Hospitality"],"geography":"North America, Europe, and international travel markets","painPoints":"Customers struggle to find reservation actions, service teams handle recurring requests, and workflows may require coordination or follow-up.","businessGoals":"Make reservation-related tasks easier to complete, reduce repetitive support demand, and coordinate requests across customers and staff.","positioningStatement":"Context-aware conversational workflows help customers complete supported reservation and service tasks directly, with human assistance available for exceptions and extended processes."},{"title":"Financial Services Institutions","description":"Financial services institutions seeking controlled digital support workflows that protect customer data and execute defined tasks reliably.","industries":["Financial Services","Banking","Insurance"],"geography":"North America, Europe, and other regulated financial markets","painPoints":"Sensitive customer data, strict requirements for predictable task execution, repetitive service inquiries, and concern about automated systems producing unsupported answers.","businessGoals":"Expand digital self-service while protecting customer information and maintaining control over supported workflows.","positioningStatement":"Code-defined conversational workflows provide controlled task execution without third-party LLM data sharing, while routing unsupported requests to human staff."},{"title":"Healthcare Providers","description":"Healthcare providers seeking privacy-conscious digital support for defined administrative tasks and workflows involving staff or patients.","industries":["Healthcare Providers","Health Systems","Clinics"],"geography":"North America and other markets with strong healthcare privacy requirements","painPoints":"Sensitive data handling requirements, repetitive administrative requests, fragmented handoffs, and risk of users receiving unsupported guidance.","businessGoals":"Improve completion of defined administrative tasks, reduce routine support workload, and preserve human oversight for exceptions.","positioningStatement":"Privacy-conscious, code-defined conversations guide users through supported administrative tasks and preserve human involvement when a workflow needs review or additional input."}],"segments":[{"name":"Conversational AI for customer service automation","description":"AI-driven virtual assistants, chatbots and automation that handle routine interactions, deflect volume and enable seamless human handoffs.","size":17.3,"cagr":20,"color":1,"productNames":["LLM-free support bots"],"methodology":"The search results report the global conversational AI market at USD 17.3 billion in 2025, with a projected 20% CAGR for 2026–2035. This broader market includes customer-service automation and other applications, so it is a proxy rather than an exact estimate for the narrower segment.","citations":[{"url":"https://www.researchnester.com/reports/conversational-ai-market/8265","text":"Conversational AI Market size was valued at USD 17.3 billion in 2025 ... rising at a CAGR of 20% during the forecast period"},{"url":"https://www.marketsandmarkets.com/ResearchInsight/conversational-ai-market-size-share.asp","text":"The conversational AI market size is projected to reach USD 17.05 billion in 2025."}]},{"name":"Customer self-service","description":"Embedded conversational interfaces that enable customers to complete supported tasks directly using natural-language input and contextual interface controls, reducing reliance on support agents.","size":6,"cagr":14,"color":2,"productNames":["LLM-free support bots"],"methodology":"No source provides a direct market-size estimate for embedded conversational customer self-service. The estimate of USD 6 billion is an approximate subset of the broader customer-service market, which is reported at USD 47.40 billion in 2025. The 14% CAGR reflects the segment’s software and automation focus, informed by the broader customer-service market’s 10.6% CAGR and a self-service systems forecast of 14.2%.","citations":[{"url":"https://www.marketresearchfuture.com/reports/customer-service-market-42123","text":"The Customer Service Market was valued at USD 47.40 billion in 2025 and is projected to reach USD 130.50 billion by 2035 at a CAGR of 10.6%."},{"url":"https://www.google.com/goto?url=CAESnAEB6zswFfX5mYndOlZyyJOcFFeYI_armoK0bub6bJFEVmYJW7-CgABQmTYCFJBS5Zr6w5UwrmejAAz0_GI6UQeYgRL1Myx-nVnvjB__csHHKv6dRdmEmeY-vFafpAA2DTJO5gJjjqnxXfcnj3BIR_-5gNeiUL87Ok-7zoToIqpZ21xCwSSIdDeF3ocUl_1Rqoz_FR_LtPyKxZ4wGUI","text":"The Self Service System market is projected to grow at a CAGR of 14.2% from 2026 to 2033."}]},{"name":"Workflow automation","description":"Capabilities to model, automate, and orchestrate business processes and approvals, including workflow rules, automated assignments, integrations, and real-time status tracking.","size":28,"cagr":13,"color":3,"productNames":["LLM-free support bots"],"methodology":"Estimated 2026 global workflow automation market size at USD 28 billion, the midpoint of Mordor Intelligence’s USD 26.01 billion and Coherent Market Insights’ USD 29.95 billion estimates. Estimated growth potential at 13% CAGR, the midpoint of their respective 9.41% and 16.6% forecasts. Differences likely reflect varying scope and methodology.","citations":[{"url":"https://www.mordorintelligence.com/industry-reports/workflow-automation-market","text":"Market Size (2026) USD 26.01 Billion; Growth Rate (2026 - 2031) 9.41 %"},{"url":"https://www.coherentmarketinsights.com/market-insight/workflow-automation-market-5607","text":"Revenue, 2026 USD 29,945.2 Mn; CAGR, 2026 – 2033 16.6%"}]}],"faq":[],"comparisons":[],"sources":[{"url":"https://structural.chat","text":"Structural Chat"},{"url":"https://structural.chat/","text":"LLM-free support bots"},{"url":"https://www.researchnester.com/reports/conversational-ai-market/8265","text":"Conversational AI Market size was valued at USD 17.3 billion in 2025 ... rising at a CAGR of 20% during the forecast period"},{"url":"https://www.marketsandmarkets.com/ResearchInsight/conversational-ai-market-size-share.asp","text":"The conversational AI market size is projected to reach USD 17.05 billion in 2025."},{"url":"https://www.marketresearchfuture.com/reports/customer-service-market-42123","text":"The Customer Service Market was valued at USD 47.40 billion in 2025 and is projected to reach USD 130.50 billion by 2035 at a CAGR of 10.6%."},{"url":"https://www.google.com/goto?url=CAESnAEB6zswFfX5mYndOlZyyJOcFFeYI_armoK0bub6bJFEVmYJW7-CgABQmTYCFJBS5Zr6w5UwrmejAAz0_GI6UQeYgRL1Myx-nVnvjB__csHHKv6dRdmEmeY-vFafpAA2DTJO5gJjjqnxXfcnj3BIR_-5gNeiUL87Ok-7zoToIqpZ21xCwSSIdDeF3ocUl_1Rqoz_FR_LtPyKxZ4wGUI","text":"The Self Service System market is projected to grow at a CAGR of 14.2% from 2026 to 2033."},{"url":"https://www.mordorintelligence.com/industry-reports/workflow-automation-market","text":"Market Size (2026) USD 26.01 Billion; Growth Rate (2026 - 2031) 9.41 %"},{"url":"https://www.coherentmarketinsights.com/market-insight/workflow-automation-market-5607","text":"Revenue, 2026 USD 29,945.2 Mn; CAGR, 2026 – 2033 16.6%"}]}