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Dynamiq

Dynamiq

Build, deploy, and monitor enterprise-grade AI agents and agentic workflows — all in your own infrastructure.

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ChatBot

ChatBot

Help, convert, and sell 24/7 with an AI agent trained on your business data — no coding, instant setup, and seamless human handoff when it matters.

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Quick Comparison: Dynamiq vs ChatBot

A high-level overview of pricing, key strengths, and use cases to help you choose the right tool fast.

Features
Dynamiq
ChatBot
Quick View
Dynamiq is an enterprise LLMOps platform founded in 2024 by Vitalii Duk and headquartered in San Francisco, California. It enables engineering and AI teams to…
ChatBot by Text is an AI chatbot platform developed by Text, Inc. — the company behind LiveChat and HelpDesk — that trains on your website…
Pricing
Freemium: Starting at $29/mo
Free Trial: Starting at $19/user/mo
Key Strength
• Low-Code Workflow Builder — drag-and-drop canvas to visually compose multi-step agentic pipelines with LLM nodes, conditional logic, Python code…
• AI-Generated Replies from Your Content — paste your website URL and ChatBot automatically scans and builds a knowledge base;…
Best For
Dynamiq is built for technical teams at mid-size to large organizations that need to deploy reliable, compliant AI agents without…
ChatBot by Text is ideal for businesses that want an AI chatbot that supports, captures leads, and sells — without…

Detailed Feature Breakdown

Go deeper into the specific capabilities, pros, cons, and integrations of both platforms.

Features
Dynamiq
ChatBot
Overview

Dynamiq is an enterprise LLMOps platform founded in 2024 by Vitalii Duk and headquartered in San Francisco, California. It enables engineering and AI teams to build, deploy, monitor, and fine-tune AI agents and agentic workflows using a low-code visual interface, with support for on-premise, hybrid, and cloud deployments. The platform is SOC 2, GDPR, and HIPAA compliant — designed specifically for regulated industries that need full data ownership and governance.

ChatBot by Text is an AI chatbot platform developed by Text, Inc. — the company behind LiveChat and HelpDesk — that trains on your website content, help center, product documentation, and uploaded files to deliver instant, accurate AI-generated responses 24/7.

Trusted by 35,000+ brands worldwide, it is designed for businesses that want to automate customer support, capture and qualify leads, recommend products, and recover hesitating shoppers — with seamless human agent handoff and multichannel deployment across website, Messenger, SMS, and email included out of the box.

Key Features

• Low-Code Workflow Builder — drag-and-drop canvas to visually compose multi-step agentic pipelines with LLM nodes, conditional logic, Python code blocks, RAG retrievals, and tool integrations; no deep ML engineering required.

• Multi-Model LLM Support — integrates natively with OpenAI, Anthropic Claude, Google Gemini, Meta Llama 2, Hugging Face, and Replicate; switch or combine models within a single workflow without rewriting logic.

• RAG Knowledge Bases — ingest PDFs, documents, and company data sources into vector databases in minutes; agents retrieve and cite your proprietary data rather than relying on generic LLM knowledge.

• Two-Click LLM Fine-Tuning — fine-tune open-source LLMs on your own datasets directly within the platform; models you build become your owned assets, not rented API endpoints.

• Guardrails & Output Validation — applies pre-built and custom validators to every LLM response to detect hallucinations, sensitive data exposure, PII leaks, and format violations before output reaches users.

• Observability & Evaluations — logs all agent interactions, tracks key performance metrics, runs large-scale LLM quality evaluations, and provides real-time debugging views so engineering teams can monitor production behavior precisely.

• On-Premise & VPC Deployment — runs entirely within your own corporate infrastructure, VPC, AWS, IBM Cloud, or IBM watsonx; satisfies strict regulatory requirements in finance, healthcare, and the public sector.

• Multi-Agent Orchestration — design and deploy networks of specialized LLM agents that collaborate on complex tasks, share context, and connect to internal APIs — all managed from a single visual interface.

• AI-Generated Replies from Your Content — paste your website URL and ChatBot automatically scans and builds a knowledge base; it answers customer questions accurately and in context based exclusively on your verified business content, not general internet knowledge.

• Visual Story Builder (No Code) — design and customize full conversation flows using a drag-and-drop visual canvas; add buttons, cards, carousels, quick replies, images, and conditional logic; import prebuilt templates for lead capture, FAQ handling, product recommendations, appointment booking, and order tracking without writing any code.

• AI Sales Agent Capabilities — detects buying signals mid-conversation (hesitation at checkout, product comparisons, bulk inquiries) and proactively recommends products, presents discount offers, and guides shoppers through purchase completion — delivering an average order value of $430 and $11,000/month in extra revenue per Text's published benchmarks.

• Seamless Human Handoff — configure handoff rules in natural language; when a query exceeds the bot's scope, it escalates to a human agent via LiveChat with full conversation context, so the human never asks the customer to repeat themselves.

• Multichannel Deployment — deploy the same trained AI agent across your website chat widget, Facebook Messenger, SMS, and email from one configuration; every conversation lands in the shared Text inbox alongside LiveChat and HelpDesk tickets.

• Advanced AI Training — beyond URL crawls, upload PDFs, product catalogs, help documentation, and other files; configure fallback behaviors, confidence thresholds, and response styles to tune the bot's accuracy and tone to your brand.

• Reply Suggestions for Human Agents — AI-generated response suggestions are served to human agents in real time when handling escalated conversations; Essential includes 5 reply suggestions per user per month, Growth includes 50, enabling hybrid AI-human workflows.

• Analytics and Performance Dashboard — track conversation volume, resolution rates, escalation triggers, agent performance, channel distribution, and AI resolution counts against your plan limits to continuously optimize chatbot coverage and accuracy.

Pros
  • On-premise and VPC deployment satisfies HIPAA, SOC 2, and GDPR compliance out of the box — rare at this price point
  • Supports OpenAI, Anthropic, Gemini, Llama 2, Hugging Face, and Replicate in one platform — no single-vendor lock-in
  • Two-click LLM fine-tuning lets teams own their models rather than paying per-token rental fees indefinitely
  • Low-code canvas reduces a 6-month AI development cycle to hours according to company-published benchmarks
  • Built-in guardrails prevent PII leaks, hallucinations, and format violations before output ever reaches end users
  • Free plan includes 1 deployed workflow and 1,000 executions per month — enough to meaningfully evaluate the platform
  • Forbes-covered and pre-seed funded in 2024, signaling early enterprise validation from credible third parties
  • Part of the Text, Inc. ecosystem — native integration with LiveChat and HelpDesk creates a seamless unified support stack with no middleware
  • 14-day free trial with no credit card required — full feature access from day one of the trial
  • AI trains on your own website and content automatically — just paste your URL, zero manual knowledge base building
  • Proven revenue impact: Wembley Stadium added $1.5M in 8 months, Hairlust saved 20% communication time — verifiable published case studies
  • 35,000+ brands including large enterprise deployments on 13 localized domains with 800K+ monthly unique visitors (Hairlust)
  • Prebuilt chatbot templates for common use cases — lead capture, FAQ, product recommendations, appointment booking — shorten deployment to minutes
  • Multichannel deployment (website, Messenger, SMS, email) from one configuration without rebuilding the bot
Cons
  • Growth plan jumps to $975/month — a steep step up from Solo at $29/month with no mid-tier option in between
  • Fine-tuning and multi-user collaboration are locked behind the $975/month Growth plan, excluding solo developers and small teams
  • The platform was founded in 2024 and is still early-stage — long-term reliability and roadmap maturity remain unproven vs. established LLMOps competitors
  • Enterprise pricing is not publicly listed, requiring a sales call before you can evaluate total cost of ownership
  • Community and email-only support on Free and Solo plans; dedicated support requires enterprise engagement
  • With 11–50 employees, the team is small relative to the complexity of enterprise deployments it targets
  • Pricing page does not show full per-plan monthly prices prominently — Essential starts at $19/user/month but full plan cost breakdown requires contacting sales or checking the pricing page carefully
  • AI resolution limits are plan-capped: 10/month on Essential (120/year), 200/month on Growth (2,400/year), 2,000/month on Enterprise (24,000/year) — high-volume deployments exhaust allowances quickly
  • Reply suggestions for human agents are also capped: 5 per user/month on Essential, 50 per user/month on Growth — limited for teams with high agent volumes
  • No permanent free plan — the 14-day trial converts to a paid plan; teams needing a free forever option must look elsewhere
  • Full omnichannel capability (SMS, email, Messenger alongside website) requires proper setup — not a single-click deployment for all channels
  • Enterprise plan pricing is annual-only with no published monthly rate — larger teams must commit annually upfront
Best For

Dynamiq is built for technical teams at mid-size to large organizations that need to deploy reliable, compliant AI agents without assembling a dedicated ML infrastructure team from scratch.

• Enterprise AI and engineering teams — need a single platform to prototype, deploy, monitor, and fine-tune agentic workflows without managing separate MLOps, vector DB, and observability tools.

• Finance, healthcare, and public sector organizations — require on-premise or VPC deployment to satisfy SOC 2, GDPR, and HIPAA requirements before any AI touches sensitive customer or patient data.

• AI architects and product managers with technical backgrounds — use the low-code canvas to design full agentic pipelines and test LLM outputs without writing infrastructure code, while data engineers extend logic using Python nodes.

• Enterprises exploring LLM ownership — want to fine-tune and own open-source LLMs on proprietary data rather than paying indefinite per-token fees to third-party API providers.

ChatBot by Text is ideal for businesses that want an AI chatbot that supports, captures leads, and sells — without requiring developer involvement — and that benefit from tight integration with the Text, Inc. support ecosystem.

• E-commerce stores with active website traffic — the AI's ability to detect checkout hesitation, recommend products, offer discounts, and close sales autonomously makes it a direct revenue-generating tool, not just a support deflection layer.

• Customer support teams already using LiveChat — the native Text, Inc. integration means ChatBot handles routine queries automatically while passing escalations to LiveChat agents with full context, creating a seamless AI-to-human support workflow.

• Small and mid-sized businesses starting with automation — the Essential plan at $19/user/month includes a full AI chatbot, live chat integration, shared inbox, and ticketing system; it is one of the most complete starter packages in the chatbot category at this price.

• Multi-domain and multilingual businesses — Hairlust's deployment across 13 localized country domains with 800K+ monthly visitors confirms the platform's reliability at scale; language-specific chat experiences are configurable per domain from one account.

• Marketing teams running lead generation — prebuilt lead capture bot templates, conditional flows based on visitor behavior, and direct integration with HubSpot, Salesforce, and Mailchimp make ChatBot an effective top-of-funnel capture tool for marketing campaigns.

Pricing Details

Free ($0/mo): 1 user, 1 deployed workflow, 1 RAG knowledge base, 1,000 workflow executions per month, community-based customer support.

Solo ($29/mo): 1 user, 5 deployed workflows, 5 RAG knowledge bases, 10,000 workflow executions per month, email-based customer support.

Growth ($975/mo): 10 users, 20 deployed workflows, 20 RAG knowledge bases, 20 fine-tuned models, 100,000 workflow executions per month, email-based customer support.

Enterprise (Custom Pricing): On-premise and VPC deployment, dedicated infrastructure within your own cloud environment, PII protection and data residency controls, fine-grain access controls and user permissions, priority support with SLA guarantees, custom execution and user limits.

Essential ($19/user/month billed annually): AI chatbot with AI-generated replies, visual Story builder, prebuilt templates, website chat widget deployment, multichannel support (Messenger, SMS, email), live chat integration with LiveChat, shared inbox, HelpDesk ticketing system, 10 AI resolutions/month (120/year), 5 AI reply suggestions per user/month, 10,000 API calls free then $0.17 per 1,000 requests, 60-day data retention, 2 GB + 50 MB per user file storage, 3 bots, 1 knowledge source per bot, 300 training documents, 50 active stories, 1 team member (per seat), 1 domain.

Growth ($49.50/user/month billed annually — most popular): Everything in Essential plus 200 AI resolutions/month (2,400/year), 50 AI reply suggestions per user/month, 100 AI reply suggestions per user/month, 200,000 free API calls then $0.17 per 1,000, 15 GB + 100 MB per user file storage, 10 bots, 10 knowledge sources per bot, 1,000 training documents, 400 active stories, 10 team members, 10 domains.

Enterprise (Annual plan — contact sales for pricing): Everything in Growth plus 2,000 AI resolutions/month (24,000/year), 1,000,000 free API calls then $0.17 per 1,000, 30 GB + 500 MB per user file storage, 50 bots, 50 knowledge sources per bot, 10,000 training documents, 1,000 active stories, 50 team members, 50 domains, enterprise compliance, customization, and frontier AI capabilities, dedicated support.

All plans: 14-day free trial, no credit card required.

Unique Features

Dynamiq stands apart from generic no-code AI builders through its enterprise-first architecture — combining on-premise deployment, LLM ownership via fine-tuning, and a full observability stack in a single low-code platform.

• On-Premise and VPC Deployment as a Standard Feature — most LLMOps and AI agent platforms are cloud-only; Dynamiq supports deployment inside your own VPC, AWS environment, IBM Cloud, or IBM watsonx, making it one of the few platforms where regulated-industry teams can run AI agents without sending data off-premises.

• Two-Click LLM Fine-Tuning with Ownership — rather than just calling external LLM APIs, Dynamiq lets you fine-tune open-source models on your own data directly in the platform and retain them as owned assets; this transitions teams from paying per-token rental fees to building proprietary AI models.

• Full LLMOps Lifecycle in One Platform — most tools specialize in either building (workflow canvas), deploying (serving infrastructure), or monitoring (observability); Dynamiq handles prototype, test, deploy, observe, and fine-tune in a single workspace, eliminating the 4–6 tool stack most enterprise AI teams currently manage.

• Guaranteed Structured Output — LLMs are forced to follow a set output format (JSON, YAML, etc.) at the platform level rather than relying on prompt engineering alone; this is critical for enterprise workflows where downstream systems depend on predictable, parseable AI responses.

ChatBot by Text's strongest differentiators are its native position inside the Text, Inc. unified support ecosystem and its proven, published sales revenue impact — not just support deflection.

• Native Text, Inc. Ecosystem Integration — ChatBot, LiveChat, and HelpDesk are all built by the same company and share a unified inbox, conversation history, and customer context automatically; a ChatBot escalation becomes a LiveChat conversation and a HelpDesk ticket with zero data loss or integration setup — a level of native coherence that no third-party tool can replicate.

• AI Sales Agent With Published Revenue Benchmarks — Wembley Stadium earned $1.5M in eight months and the platform benchmarks an average of $11,000/month in extra revenue and $430 average order value per supported business; these are verified case studies that establish ChatBot as a revenue tool, not just a support cost-reducer.

• Visual Story Builder With Prebuilt Expert Templates — bot experts at Text, Inc. maintain a library of prebuilt templates covering every common business use case; importing a template deploys a fully functional chatbot flow in minutes, lowering the technical barrier to production-grade bots for non-developers.

• AI Resolution Metering by Plan — rather than crediting per message, Chatbot by Text meters by AI resolution (a fully autonomous end-to-end conversation the AI handles without human intervention); this pricing transparency aligns cost directly to the value the AI delivers — you pay for complete resolutions, not message volume.

• Proven at Enterprise Scale — Hairlust deploys ChatBot across 13 localized country domains handling 800K+ unique monthly visitors and 15,000 monthly orders, confirming that the platform handles high-volume, multi-domain, multilingual enterprise deployments reliably from the same configuration.

Integrations

Dynamiq integrates with major LLM providers, cloud infrastructure environments, and enterprise data systems for end-to-end agentic AI deployment.

• LLM Providers — connects natively to OpenAI (GPT-4o, GPT-4), Anthropic (Claude 3.5), Google Gemini, Meta Llama 2, Hugging Face models, and Replicate; multiple models can be combined within a single workflow.

• Cloud & Infrastructure Deployment — supports cloud-native SaaS, on-premise VPC, AWS, IBM Cloud, and IBM watsonx catalog deployment; Dedicated Infrastructure mode keeps all fine-tuning and model serving within your own environment.

• Vector Databases & RAG Data Sources — ingests PDFs, documents, and structured data into built-in vector storage; supports integration with external vector DBs for teams with existing data infrastructure.

• Internal APIs & Enterprise Systems — AI Actions and Python code nodes connect agents to any internal REST API, database, or third-party service; the AgentOps layer manages API connections and tool calls for multi-agent orchestration at scale.

ChatBot by Text integrates with the full Text, Inc. ecosystem natively and connects to the broader tool stack via purpose-built integrations.

• Text, Inc. native integrations — LiveChat and HelpDesk connect automatically within the same Text account; ChatBot escalations pass full conversation context to LiveChat agents in real time, and resolved or unresolved chats create HelpDesk tickets automatically with zero configuration.

• CRM and marketing platforms — HubSpot, Salesforce, Mailchimp, and ActiveCampaign connect natively to sync captured leads, contact data, and conversation attributes directly to your CRM or email marketing lists from every ChatBot interaction.

• Social and messaging channels — Facebook Messenger connects natively for social channel bot deployment; SMS support routes text message conversations into the same unified inbox; email channel integration handles asynchronous customer queries through the bot before escalation.

• E-commerce and website platforms — Shopify and WordPress plugins enable one-click ChatBot installation for online stores; Google Analytics integration tracks chatbot-driven conversions, lead capture events, and sales attribution within your existing analytics setup.

• Automation and developer tools — Zapier integration connects ChatBot to 3,000+ additional apps for custom lead routing, notification workflows, and CRM updates; a full REST API with 10,000–1,000,000 free monthly API calls by plan tier gives engineering teams programmatic access to bot data, conversation events, and configuration management.

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Frequently Asked Questions

Expert Verdict

Final Analysis: Which is better?

For teams that need Dynamiq is built for technical teams at mid-size to large organizations that need to deploy., Dynamiq at Freemium: Starting at $29/mo delivers the strongest value. If your priority is ChatBot by Text is ideal for businesses that want an AI chatbot that supports, captures., ChatBot at Free Trial: Starting at $19/user/mo is the clear winner. Neither is universally ‘better' — the right choice depends entirely on your use case and budget.

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