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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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Crisp

Crisp

One platform for live chat, email, AI agents, omnichannel inbox, knowledge base, and CRM — automate 50% of your support without switching tools.

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Quick Comparison: Dynamiq vs Crisp

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

Features
Dynamiq
Crisp
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…
Crisp is an AI-powered all-in-one customer support platform founded in 2015 and developed by Crisp IM SAS, a French company. It unifies live chat, email,…
Pricing
Freemium: Starting at $29/mo
Freemium: Starting at $45/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…
• Omnichannel Shared Inbox — centralizes conversations from chat widget, email, WhatsApp Business, Facebook Messenger, Instagram, Telegram, SMS, Viber, LINE,…
Best For
Dynamiq is built for technical teams at mid-size to large organizations that need to deploy reliable, compliant AI agents without…
Crisp is the best fit for businesses that want an all-in-one omnichannel support platform with genuine AI tools, without paying…

Detailed Feature Breakdown

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

Features
Dynamiq
Crisp
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.

Crisp is an AI-powered all-in-one customer support platform founded in 2015 and developed by Crisp IM SAS, a French company.

It unifies live chat, email, WhatsApp, Messenger, Instagram, Telegram, SMS, and 8+ additional channels into a single shared inbox, with built-in AI agents, no-code workflow automation, a knowledge base, a support CRM, and real-time analytics — all under a flat per-workspace subscription.

Trusted by 10,000 companies worldwide, it is designed to help support, sales, and marketing teams automate 50% of inquiries and deliver faster, more personal customer experiences.

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.

• Omnichannel Shared Inbox — centralizes conversations from chat widget, email, WhatsApp Business, Facebook Messenger, Instagram, Telegram, SMS, Viber, LINE, X (Twitter), and phone into one collaborative inbox where teams reply, assign, and resolve without switching apps.

• AI Agent Builder — train fully autonomous AI agents on your website content, knowledge base articles, and uploaded documents; the agent answers questions, qualifies leads, routes conversations, and escalates to human agents when needed, automating up to 50% of inbound inquiries.

• Internal AI Copilot — assists human agents with real-time conversation summaries, AI-generated reply suggestions, writing assistance, voice-to-text input, auto-tagging, and AI inbox spam filtering to reduce manual work and speed up response times.

• No-Code Workflow Automation — build automated internal workflows using conditional flows, keyword triggers, CRM-based triggers, AI-based triggers, API automation, webhook actions, and iFrames through a visual no-code builder with unlimited automations on the Plus plan.

• MagicBrowse — lets support agents see in real time exactly which page a visitor is currently viewing, enabling instant context for troubleshooting, upselling, or proactive outreach without asking the customer for details.

• LiveTranslate — automatically translates messages between agents and customers in real time so you can support international customers in their native language without hiring multilingual staff or switching translation tools.

• Built-In Support CRM — stores and synchronizes customer profiles, custom attributes, segmentation data, lifecycle tracking, customer notes, and full conversation history so agents have complete context before every interaction.

• Knowledge Base with AI Search — create, manage, and publish help center articles with multilingual support, custom domain, SEO metadata, article feedback, and an AI-powered site search that surfaces relevant answers to visitors before they open a chat.

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
  • Flat per-workspace pricing means costs stay predictable as your team grows — additional agents cost just $10/month each on the Plus plan
  • Free plan includes 2 seats and a live chat widget with no time limit — genuinely useful for solopreneurs
  • 14-day full-access trial on any paid plan lets you test every feature including AI agents before committing
  • MagicBrowse and LiveTranslate are unique features at this price point that most competitors lock behind enterprise tiers
  • All data is EU-hosted with TLS encryption, data replication, double-factor authentication, and a Data Processing Agreement on all plans
  • Omnichannel inbox covers 10+ channels — chat, email, WhatsApp, Instagram, Telegram, SMS, Viber, LINE, phone, and X — in one place
  • MCP Server included on Essentials and above — enables AI model context protocol integration, a forward-thinking feature for AI-first teams
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
  • AI credits are included per plan ($5 on Mini, $25 on Essentials, $75 on Plus) but are consumed per AI interaction — high-volume teams will exhaust credits and face additional costs
  • Advanced AI features — AI Agent, AI Copilot, multilingual AI, MCP Server, auto-tagging — are locked behind the Plus plan at $295/workspace/month
  • Ticketing system is only available on the Plus plan — the Essentials plan lacks structured ticketing for high-volume support operations
  • White labelling requires the Plus plan — Mini and Essentials subscribers cannot remove Crisp branding from the chat widget
  • Free plan limits customer profiles to just 100 — too restrictive for any business with an existing contact base
  • No native Salesforce integration on lower tiers — Salesforce sync is available only through the full integrations suite on Plus
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.

Crisp is the best fit for businesses that want an all-in-one omnichannel support platform with genuine AI tools, without paying per-seat enterprise pricing.

• Solopreneurs and very small teams — the free plan (2 seats, chat widget, mobile apps, unlimited conversations) provides a professional support presence at zero cost with no time limit.

• Early-stage startups and small businesses — the Mini plan at $45/month and Essentials plan at $95/month unlock a shared email inbox, omnichannel channels, workflow automation, knowledge base, and AI chatbot at a price that fits lean budgets.

• Growing customer support teams — the Plus plan's flat $295/workspace pricing with unlimited automation rules and $10/month per additional agent means costs scale slowly as headcount grows, unlike per-seat tools where adding 10 agents doubles the bill.

• Sales and inbound marketing teams — proactive chat triggers, CRM-based behavioral targeting, and live visitor tracking via MagicBrowse enable real-time engagement with high-intent prospects at exactly the right conversion moment.

• International businesses with multilingual customers — LiveTranslate and multilingual AI agents on the Plus plan enable seamless cross-language support without hiring language-specific staff or maintaining separate regional workflows.

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.

Free ($0/mo per workspace, forever): 2 seats, 100 customer profiles, chat widget, contact form, mobile and desktop apps, real-time notifications, Developer APIs, live geolocation map, conversation transcript, unlimited conversations, file sharing, canned responses, Telegram, Messenger, X, Instagram, SMS, Viber, Phone, LINE, WhatsApp Business channels, WordPress, Shopify, WooCommerce, Slack, HubSpot, Zapier integrations, live typing preview, chat SDKs. No AI credits included.

Mini ($45/mo per workspace): All Free features plus 4 seats, 5,000 customer profiles, $5 AI credits/month, shared email inbox, shortcuts, chat triggers, private notes, custom email domain, unlimited data retention, internal search. Additional agents: pricing not listed.

Essentials ($95/mo per workspace): All Mini features plus 10 seats, 50,000 customer profiles, $25 AI credits/month, 2 sub-inboxes, omnichannel inbox, workflow automation builder, omnichannel AI chatbot, knowledge base, analytics, routing rules and assignment, round-robin routing, customer portal, customer segmentation, smart filters, customer lifecycle tracking, customer timeline activity, multilingual help center, help center SDK, custom domain name, sitemap and SEO metadata, prebuilt analytics, data export, MCP Server, conversation summary, AI writing assistant, AI inbox spam filter, double-factor authentication, TLS encryption, data replication, EU-hosted.

Plus ($295/mo per workspace): All Essentials features plus 20+ seats ($10/agent/month extra), 200,000 customer profiles, $75 AI credits/month, 5 sub-inboxes, unlimited task automations, ticketing system, 100+ integrations, white labelling, enhanced rate limits, advanced analytics, complete AI-first support suite (AI Agent, AI Knowledge training, internal AI Copilot, voice-to-text, multilingual AI, auto-tagging, AI-powered site search, AI-based triggers, MagicBrowse, LiveTranslate, video and audio chat, custom dashboards, API analytics, status page, node monitoring).

Enterprise (Custom pricing): Everything in Plus plus dedicated onboarding, personalized SLA, enhanced rate limits, custom features, team training, unique pricing.

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.

Crisp stands apart from other customer support platforms through its flat per-workspace pricing model, unique real-time visitor features, and an EU-hosted infrastructure that competitors rarely match at this price point.

• Flat Per-Workspace Pricing — you pay one fixed monthly price per workspace regardless of conversation volume, and additional agents cost just $10/month each on the Plus plan; this makes Crisp one of the most affordable omnichannel support platforms for growing teams compared to per-seat alternatives like Intercom or Zendesk.

• MagicBrowse — lets agents see in real time exactly which page a website visitor is currently viewing during a conversation; this unique co-browsing-lite feature dramatically speeds up troubleshooting and enables proactive engagement without requiring a screen-sharing plugin or customer action.

• LiveTranslate — automatically translates agent-to-customer messages in real time across language barriers; unlike tools that require separate translation integrations, LiveTranslate is a native Crisp feature available directly in the chat panel.

• MCP Server Support — Crisp includes a Model Context Protocol (MCP) Server on Essentials and above, allowing AI tools and large language models to access and interact with your Crisp workspace data programmatically — a technically advanced capability that few customer support platforms offer natively.

• EU-Hosted Infrastructure with Data Replication on All Plans — all data is hosted in the EU with TLS encryption, data replication for redundancy, a Data Processing Agreement, and double-factor authentication available on every plan including free — a privacy-first foundation that matters especially for European businesses subject to GDPR.

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.

Crisp connects natively with 100+ third-party tools and all major messaging channels, giving you a unified stack without custom middleware.

• Messaging and social channels — WhatsApp Business, Facebook Messenger, Instagram, Telegram, SMS, Viber, LINE, X (Twitter), and phone calls all route into the Crisp shared inbox natively; no third-party channel connector or bridge app is required.

• CRM and sales platforms — HubSpot, Pipedrive, Zoho CRM, Segment, and Salesforce (Plus plan) sync contact data and conversation history bidirectionally so agents always see full customer context without switching dashboards.

• E-commerce platforms — Shopify, WooCommerce, Adobe Commerce (Magento), and PrestaShop connect natively so support agents view order data, cart contents, and purchase history directly inside the conversation panel.

• Automation and workflow tools — Zapier, Make (Integromat), and n8n are all natively supported, connecting Crisp to thousands of additional apps for custom automation workflows beyond the built-in no-code builder.

• Developer and custom integrations — a full Developer API, Webhooks, Chat SDKs for iOS, Android, and React Native, and the MCP Server (Essentials+) give engineering teams complete programmatic control over Crisp data and workflows.

Frequently Asked Questions

Expert Verdict

Final Analysis: Which is better?

Dynamiq (Freemium: Starting at $29/mo) is the better choice for Dynamiq is built for technical teams at mid-size to large organizations that need to deploy.. Crisp (Freemium: Starting at $45/mo) wins for Crisp is the best fit for businesses that want an all-in-one omnichannel support platform with.. Both are production-grade AI tool platforms in 2026, but they serve different priorities. Choose based on your specific workflow requirements, not marketing.

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