Structural Chat
UnclaimedStructural Chat helps organizations deliver reliable, task-focused customer support through conversational interfaces and deterministic workflows.
Overview
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 statement
Help users accomplish their goals through fast, reliable, and trustworthy support experiences, escalating to human assistance when needed.
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Claim Structural ChatUse your email at structural.chat.What we offer
LLM-free support bots
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.
No pricing is published in the provided sources; the vendor offers custom support bots and invites users to schedule a demo.
structural.chat →Who do we serve
Software Application Providers
Software providers seeking reliable in-product task completion and lower support friction for users across global markets.
Geography: North America, Europe, and other digitally mature markets
How we help: Deterministic conversational workflows let users complete supported tasks within an application, while contextual interactions and human escalation help keep support reliable.
Travel And Hospitality Businesses
Travel and hospitality businesses enabling customers to manage reservations and service requests through dependable digital interactions.
Geography: North America, Europe, and international travel markets
How we help: Context-aware conversational workflows help customers complete supported reservation and service tasks directly, with human assistance available for exceptions and extended processes.
Financial Services Institutions
Financial services institutions seeking controlled digital support workflows that protect customer data and execute defined tasks reliably.
Geography: North America, Europe, and other regulated financial markets
How we help: Code-defined conversational workflows provide controlled task execution without third-party LLM data sharing, while routing unsupported requests to human staff.
Healthcare Providers
Healthcare providers seeking privacy-conscious digital support for defined administrative tasks and workflows involving staff or patients.
Geography: North America and other markets with strong healthcare privacy requirements
How we help: Privacy-conscious, code-defined conversations guide users through supported administrative tasks and preserve human involvement when a workflow needs review or additional input.
Market segments
Market size by segment
Growth potential (CAGR)
Conversational AI for customer service automation
AI-driven virtual assistants, chatbots and automation that handle routine interactions, deflect volume and enable seamless human handoffs.
Products: LLM-free support bots
Customer self-service
Embedded conversational interfaces that enable customers to complete supported tasks directly using natural-language input and contextual interface controls, reducing reliance on support agents.
Products: LLM-free support bots
Workflow automation
Capabilities to model, automate, and orchestrate business processes and approvals, including workflow rules, automated assignments, integrations, and real-time status tracking.
Products: LLM-free support bots
More information about our offering
LLM-free support bots
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.
No pricing is published in the provided sources; the vendor offers custom support bots and invites users to schedule a demo.
- Complete Supported Tasks ReliablyCustomers can use the bot for supported tasks with predictable outcomes, rather than relying on potentially incorrect answers or actions.
- Avoid LLM Prompts And Injection RisksBy not relying on LLM prompts for supported workflows, the bots avoid prompt-tuning and the prompt-injection risk associated with those prompts.
- Guide Requests With Instant SuggestionsUsers 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.
- Complete Tasks Directly In ChatUsers can carry out supported tasks in the conversation using controls suited to the workflow, instead of being sent elsewhere to complete the task themselves.
- Escalate Unhandled Requests To HumansUnusual 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.
- Keep Customer Data On-PremiseOn-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.
- Match Your Brand And Business ActionsA custom bot can reflect the business’s branding and provide the actions its customers need, with the scope tailored to the business.
- Coordinate Long-Running Business FlowsThe bot can support workflows that require multiple participants or steps over time, including pauses for approvals before the process resumes.
- Resume Paused WorkflowsFlows can pause while waiting for input and resume when a response is provided, supporting interactions that extend over time.
- Use Relevant Application ContextThe 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.
Sources
Methodology and sourcing behind the figures and links shown above.
Conversational AI for customer service automation
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.
Customer self-service
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%.
Workflow automation
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.
- Structural Chat
- LLM-free support bots
- Conversational AI Market size was valued at USD 17.3 billion in 2025 ... rising at a CAGR of 20% during the forecast period
- The conversational AI market size is projected to reach USD 17.05 billion in 2025.
- 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%.
- The Self Service System market is projected to grow at a CAGR of 14.2% from 2026 to 2033.
- Market Size (2026) USD 26.01 Billion; Growth Rate (2026 - 2031) 9.41 %
- Revenue, 2026 USD 29,945.2 Mn; CAGR, 2026 – 2033 16.6%
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