Which is better for enterprises: Progress Agentic RAG or Zendesk AI Agents?

Progress Agentic RAG offers SOC 2 compliance for enterprise security. HIPAA compliance is available in Zendesk AI Agents. For scalability, both offer cloud-based deployment options. Zendesk AI Agents leads with 84/100 enterprise readiness score (98/100 enterprise features).

How much does Progress Agentic RAG cost vs Zendesk AI Agents?

Progress Agentic RAG starts at $700/monthly (paid model), while Zendesk AI Agents begins at $55/monthly (enterprise model). Both require paid plans, and free trials are available. This represents a significant price difference of $645/month. See our detailed pricing breakdown for complete tier comparisons.

Can I migrate from Progress Agentic RAG to Zendesk AI Agents?

Migration from Progress Agentic RAG to Zendesk AI Agents typically requires API-based data export/import, which Zendesk AI Agents provides. Zendesk AI Agents provides comprehensive API access excellent documentation for the migration process. Estimated migration time: 1-2 days for cloud setup. Contact Zendesk AI Agents support for migration assistance and best practices.

What integrations do Progress Agentic RAG and Zendesk AI Agents support?

Progress Agentic RAG integrates with Python SDK: pip install nuclia (Python 3.8+, ~21K weekly downloads), JavaScript/TypeScript SDK: @nuclia/core (React, Next.js, Angular, Vue.js, Svelte), CMS plugins: WordPress, Strapi, Workflow: Pipedream official app, Zapier API-compatible, Chrome extension for web page indexing (7 integrations total). Zendesk AI Agents supports Salesforce Knowledge, Freshdesk, Confluence (24-hour OAuth sync), WhatsApp (up to 20 numbers), Facebook Messenger, Instagram Direct, X/Twitter DM, WeChat, LINE, Viber, SMS, Slack (bidirectional ticket management) (9 integrations available). Both offer REST APIs for custom integrations. Zendesk AI Agents provides 29% more integrations, with webhook support for real-time data sync.

What are the main differences between Progress Agentic RAG and Zendesk AI Agents?

Progress Agentic RAG offers strong capabilities, scoring 0/100 in user ratings. Zendesk AI Agents provides unique strengths with 0/100 overall rating. Key technical difference: Progress Agentic RAG focuses on advanced features while Zendesk AI Agents emphasizes specialized capabilities.

Which is better for enterprises: Progress Agentic RAG or Zendesk AI Agents?

Both platforms provide enterprise-grade security. HIPAA compliance varies - contact vendors for details. For scalability, both offer cloud-based deployment options. Zendesk AI Agents leads with strong/100 enterprise readiness score.

How much does Progress Agentic RAG cost vs Zendesk AI Agents?

Progress Agentic RAG starts at custom pricing/month (subscription model), while Zendesk AI Agents begins at contact sales/month (subscription model). Both require paid plans. Pricing is relatively comparable. See our detailed pricing breakdown for complete tier comparisons.

Can I migrate from Progress Agentic RAG to Zendesk AI Agents?

Migration from Progress Agentic RAG to Zendesk AI Agents typically requires manual data transfer since API access may be limited. Zendesk AI Agents offers standard documentation for the migration process. Estimated migration time: 1-2 days for cloud setup. Contact Zendesk AI Agents support for migration assistance and best practices.

What integrations do Progress Agentic RAG and Zendesk AI Agents support?

Progress Agentic RAG integrates with (multiple platforms). Zendesk AI Agents supports (various tools). API availability varies by plan. Integration coverage is comparable.

Progress Agentic RAG vs Zendesk AI Agents

Q: What are the main differences between Progress Agentic RAG and Zendesk AI Agents?

Progress Agentic RAG excels in Proprietary REMi v2 model (30x faster inference) addresses hallucination problem with continuous quality monitoring - differentiated capability absent from most competitors and Open-source NucliaDB transparency (710+ GitHub stars) with managed infrastructure removes operational burden while maintaining technical visibility, scoring 82/100 in user ratings with N/A% accuracy. Zendesk AI Agents leads in Enterprise-grade compliance: SOC2, ISO 27001, PCI DSS, FedRAMP, HIPAA with BAA and Omnichannel excellence - native WhatsApp, Messenger, Instagram, X, WeChat, LINE, Viber, SMS support with 84/100 overall rating and 90% accuracy. Key technical difference: Progress Agentic RAG focuses on REMi evaluation model v2 (Llama 3.2-3B) for continuous quality scoring: answer relevance, context relevance, groundedness, correctness (0-5 scale) while Zendesk AI Agents emphasizes Autonomous AI agents trained on 19 billion CX interactions. Pricing differs by $645/month.

Make an informed decision with our comprehensive comparison. Discover which RAG solution perfectly fits your needs.

More about Zendesk AI Agents More about Progress Agentic RAG Get Started Today

Priyansh KhodiyarDevRel at CustomGPT.ai

Fact checked and reviewed by Bill Cava

Published: 01.04.2025Updated: 25.04.2025

In this comprehensive guide, we compare Progress Agentic RAG and Zendesk AI Agents across various parameters including features, pricing, performance, and customer support to help you make the best decision for your business needs.

Overview

When choosing between Progress Agentic RAG and Zendesk AI Agents, understanding their unique strengths and architectural differences is crucial for making an informed decision. Both platforms serve the RAG (Retrieval-Augmented Generation) space but cater to different use cases and organizational needs.

Quick Decision Guide

Choose Progress Agentic RAG if: you value proprietary remi v2 model (30x faster inference) addresses hallucination problem with continuous quality monitoring - differentiated capability absent from most competitors
Choose Zendesk AI Agents if: you value enterprise-grade compliance: soc2, iso 27001, pci dss, fedramp, hipaa with baa

About Progress Agentic RAG

Progress Agentic RAG Landing Page Screenshot

Progress Agentic RAG is enterprise application development and deployment platform. Enterprise RAG-as-a-Service platform launched Sept 2025 following Progress Software's acquisition of Barcelona-based Nuclia. Combines SOC2/ISO 27001 security with proprietary REMi evaluation model for continuous answer quality monitoring. Built on open-source NucliaDB (710+ GitHub stars) with Python/JavaScript SDKs. Starting at $700/month. Founded in 2019 (Nuclia), acquired 2025, headquartered in Barcelona, Spain (Nuclia) / Bedford, MA, USA (Progress), the platform has established itself as a reliable solution in the RAG space.

Overall Rating

82/100

Starting Price

$700/mo

About Zendesk AI Agents

Zendesk AI Agents Landing Page Screenshot

Zendesk AI Agents is enterprise cx platform with autonomous ai ticket resolution. Zendesk AI Agents is a purpose-built enterprise customer service AI platform trained on 19 billion historical tickets. It delivers autonomous ticket resolution with deep CX analytics, omnichannel support, and comprehensive compliance certifications (SOC2, HIPAA, FedRAMP), but uses outcome-based pricing ($1.50-$2.00 per resolution) rather than predictable flat rates. Founded in 2007, headquartered in San Francisco, CA, the platform has established itself as a reliable solution in the RAG space.

Overall Rating

84/100

Starting Price

$55/mo

Key Differences at a Glance

In terms of user ratings, both platforms score similarly in overall satisfaction. From a cost perspective, Zendesk AI Agents offers more competitive entry pricing. The platforms also differ in their primary focus: Enterprise Software versus Customer Service AI. These differences make each platform better suited for specific use cases and organizational requirements.

⚠️ What This Comparison Covers

We'll analyze features, pricing, performance benchmarks, security compliance, integration capabilities, and real-world use cases to help you determine which platform best fits your organization's needs. All data is independently verified from official documentation and third-party review platforms.

Detailed Feature Comparison

Progress Agentic RAG	Zendesk AI Agents	CustomGPTRECOMMENDED
Data Ingestion & Knowledge Sources
60+ Document Formats – PDF, Word, Excel, PPT, email with auto parsing Multimedia Processing – Auto speech-to-text, video transcripts, OCR for scans Cloud Connectors – SharePoint, Confluence, OneDrive, Google Drive, S3 Fast Deployment – 2-hour initial ingestion, 48-hour full deployment ⚠️ Missing – No Dropbox, Notion, or YouTube transcript integration	CX-focused ingestion – Prioritizes structured help center content over raw documents Zendesk Help Center – Primary native integration with automatic indexing Third-party sources – Salesforce Knowledge, Freshdesk, Confluence (24hr OAuth sync) 80+ languages – Automatic translation from English knowledge content ⚠️ No PDF/Word uploads – Must format into CSV or publish to help centers ⚠️ No cloud storage – No Google Drive, Dropbox, Notion integrations	1,400+ file formats – PDF, DOCX, Excel, PowerPoint, Markdown, HTML + auto-extraction from ZIP/RAR/7Z archives Website crawling – Sitemap indexing with configurable depth for help docs, FAQs, and public content Multimedia transcription – AI Vision, OCR, YouTube/Vimeo/podcast speech-to-text built-in Cloud integrations – Google Drive, SharePoint, OneDrive, Dropbox, Notion with auto-sync Knowledge platforms – Zendesk, Freshdesk, HubSpot, Confluence, Shopify connectors Massive scale – 60M words (Standard) / 300M words (Premium) per bot with no performance degradation
Integrations & Channels
Python SDK – 21K weekly downloads, Python 3.8+ support JavaScript/TypeScript SDK – React, Next.js, Angular, Vue, Svelte support Progress Ecosystem – OpenEdge database, Sitefinity CMS integration ⚠️ No Messaging Channels – No native Slack, WhatsApp, Teams integrations	Native messaging – WhatsApp (20 numbers), Messenger, Instagram, X, WeChat, LINE, SMS 1,400+ marketplace apps – 85% of customers use technology partner integrations Zapier integration – Premium with 63+ webhook combinations Enterprise integrations – Salesforce, JIRA, Slack, Microsoft 365, AWS, SAP Mobile SDKs – Native iOS and Android with Messaging and Support	Website embedding – Lightweight JS widget or iframe with customizable positioning CMS plugins – WordPress, WIX, Webflow, Framer, SquareSpace native support 5,000+ app ecosystem – Zapier connects CRMs, marketing, e-commerce tools MCP Server – Integrate with Claude Desktop, Cursor, ChatGPT, Windsurf OpenAI SDK compatible – Drop-in replacement for OpenAI API endpoints LiveChat + Slack – Native chat widgets with human handoff capabilities
Core Chatbot Features
AI Search & Answers – Semantic search with source-linked trusted answers Multi-Turn Conversations – Context-aware dialogue maintains conversation history Multilingual Support – Nuclia multilingual embedding model handles multiple languages ⚠️ Missing – No lead capture or human handoff workflows	Agentic AI – Reason, adapt, resolve without scripted flows 50%+ email automation – Instant responses reflecting brand tone 80 languages – Auto-switches based on customer input AI reasoning controls – Visibility into AI interpretation and decisions 60K requests/quarter – Automated with 2K+ workflow-heavy tasks	✅ #1 accuracy – Median 5/5 in independent benchmarks, 10% lower hallucination than OpenAI ✅ Source citations – Every response includes clickable links to original documents ✅ 93% resolution rate – Handles queries autonomously, reducing human workload ✅ 92 languages – Native multilingual support without per-language config ✅ Lead capture – Built-in email collection, custom forms, real-time notifications ✅ Human handoff – Escalation with full conversation context preserved
Core Agent Features
Retrieval Agents – Autonomously select optimal retrieval strategies per query Pre-Built Agents (Beta) – Labeler, summarization, graph extraction, Q&A, safety Web Components – <nuclia-search-bar> and <nuclia-chat> for embedding ⚠️ No Proactive Alerts – Monitoring exists but alerting undocumented	19B ticket training – Largest CX-specific AI training corpus Agentic AI – Reason, adapt, resolve end-to-end without scripted flows 3-click AI launch – Visual bot builder with generative replies Intent suggestions – Identify automation opportunities from ticket patterns Knowledge Builder – Auto-generates KB content from ticket history	Custom AI Agents – Autonomous GPT-4/Claude agents for business tasks Multi-Agent Systems – Specialized agents for support, sales, knowledge Memory & Context – Persistent conversation history across sessions Tool Integration – Webhooks + 5,000 Zapier apps for automation Continuous Learning – Auto re-indexing without manual retraining
Additional Considerations
✅ REMi Quality – 30x faster v2, continuous evaluation addresses hallucination ✅ Open-Source Trust – NucliaDB 710+ stars enables security audits ⚠️ Recent Acquisition – June 2025 Progress purchase, platform transitioning	✅ Gartner Leader – 100,000+ customers with proven enterprise scale ✅ Compliance complete – FedRAMP + HIPAA + SOC2 + ISO + PCI DSS ✅ 19B ticket training – Unmatched CX-specific AI dataset ⚠️ Not general RAG – No PDF/Word ingestion, no cloud storage ⚠️ Complex pricing – Can exceed $100K/year for mid-sized deployments ⚠️ Multi-turn accuracy drop – 14.1% GPT-4o for conversations	Time-to-value – 2-minute deployment vs weeks with DIY Always current – Auto-updates to latest GPT models Proven scale – 6,000+ organizations, millions of queries Multi-LLM – OpenAI + Claude reduces vendor lock-in
Customization & Branding
Prompt Lab – Test LLMs side-by-side using actual customer data 30+ RAG Parameters – Custom chunking, context size, hybrid search weighting Widget Customization – Visual editor for filters, metadata, thumbnails, answer modes RBAC – Account and Knowledge Box level permissions with SSO	Widget customization – Colors, position, logo (100kb), sound notifications Tone presets – Professional, Informal, Enthusiastic, Custom Instructions feature – Custom guidelines for AI behavior and compliance Enterprise branding – Complete Zendesk branding removal PII masking – Automatic redaction capabilities	Full white-labeling included – Colors, logos, CSS, custom domains at no extra cost 2-minute setup – No-code wizard with drag-and-drop interface Persona customization – Control AI personality, tone, response style via pre-prompts Visual theme editor – Real-time preview of branding changes Domain allowlisting – Restrict embedding to approved sites only
L L M Model Options
7 Providers – Anthropic, OpenAI, Google, Meta Llama, Mistral, Cohere Nuclia Private GenAI – 100% data isolation for maximum security Model Switching – Change providers without architectural changes	Multi-model architecture – Automatic routing, users cannot select directly OpenAI GPT-4o – Primary with GPT-4o Mini for cost optimization Claude 3 (Bedrock) – Advanced reasoning and safety Proprietary Zendesk LLM – 19B CX-specific interactions for sentiment/intent <24hr model deployment – Rapid testing and rollout of new models	GPT-5.1 models – Latest thinking models (Optimal & Smart variants) GPT-4 series – GPT-4, GPT-4 Turbo, GPT-4o available Claude 4.5 – Anthropic's Opus available for Enterprise Auto model routing – Balances cost/performance automatically Zero API key management – All models managed behind the scenes
Developer Experience ( A P I & S D Ks)
Open-Source Foundation – NucliaDB 710+ stars, AGPLv3, Python/Rust Python SDK – 21K weekly downloads, full API coverage JavaScript/TypeScript SDK – React, Next.js, Angular, Vue, Svelte support REST API – Regional endpoints /ask, /find, /upload, /remi	REST APIs – Comprehensive ticketing, help center, chat, voice, AI agents Rate limits by tier – 200 (Team) → 700 (Pro) → 2,500 RPM (Enterprise+) Official SDKs – iOS, Android, Unity, JavaScript (ZAF framework) Public Postman workspace – All APIs with pre-built collections ⚠️ No Python/Node SDKs – Third-party community projects only	REST API – Full-featured for agents, projects, data ingestion, chat queries Python SDK – Open-source `customgpt-client` with full API coverage Postman collections – Pre-built requests for rapid prototyping Webhooks – Real-time event notifications for conversations and leads OpenAI compatible – Use existing OpenAI SDK code with minimal changes
Performance & Accuracy
✅ Benchmark Leader – Highest scores vs Vectara on Docmatix 1.4k dataset 100M Vectors – Fully ingested and optimized in ~20 minutes REMi v2 Speed – 30x faster inference, Llama 3.2-3B based Four-Index Hybrid – Document, Full Text, Vector/Chunk, Knowledge Graph	90%+ single-turn – High accuracy for tool invocation (GPT-4o, Claude 3) 50-90% resolution – Depending on knowledge base quality 7% MRR improvement – Mean Reciprocal Rank for English help centers 99.9% uptime SLA – Max 10 hours scheduled maintenance annually ⚠️ Multi-turn drop – 14.1% GPT-4o, 10.4% Claude 3 for conversations	Sub-second responses – Optimized RAG with vector search and multi-layer caching Benchmark-proven – 13% higher accuracy, 34% faster than OpenAI Assistants API Anti-hallucination tech – Responses grounded only in your provided content OpenGraph citations – Rich visual cards with titles, descriptions, images 99.9% uptime – Auto-scaling infrastructure handles traffic spikes
Customization & Flexibility ( Behavior & Knowledge)
30+ RAG Parameters – Fine-grained control over retrieval behavior Hybrid Weighting – Balance keyword vs semantic search relevance Agent Autonomy – Auto select optimal strategies per query Prompt Lab – Test configurations with actual data before production	N/A	Live content updates – Add/remove content with automatic re-indexing System prompts – Shape agent behavior and voice through instructions Multi-agent support – Different bots for different teams Smart defaults – No ML expertise required for custom behavior
Pricing & Scalability
Fly – $700/mo: 10GB/15K resources, 750MB max file Growth – $1,750/mo: 50GB/80K resources, 1.5GB max, Prompt Lab Enterprise – Custom: Unlimited data, 11 KBs, hybrid/on-prem ✅ Competitive Entry – $700/mo undercuts enterprise alternatives	N/A	Standard: $99/mo – 60M words, 10 bots Premium: $449/mo – 300M words, 100 bots Auto-scaling – Managed cloud scales with demand Flat rates – No per-query charges
Security & Privacy
✅ SOC2 Type 2 – Annually audited enterprise security ✅ ISO 27001 – Annually audited information security management ✅ GDPR Compliant – Built-in PII anonymization auto-detects personal data Encryption – AES-256 at rest, TLS in transit ⚠️ NO HIPAA – Healthcare PHI processing requires sales clarification	N/A	SOC 2 Type II + GDPR – Third-party audited compliance Encryption – 256-bit AES at rest, SSL/TLS in transit Access controls – RBAC, 2FA, SSO, domain allowlisting Data isolation – Never trains on your data
Observability & Monitoring
REMi Dashboard – Real-time metrics for relevance, groundedness, correctness (0-5) Rolling Averages – Performance graphs spanning 24h to 30 days Benchmark Validated – Tested vs Vectara on Docmatix 1.4k dataset ⚠️ No Proactive Alerts – Alerting not documented despite monitoring	Zendesk Explore – Support, Talk, Guide, Chat, Live dashboards AI-specific metrics – AR rate, BSAT scores, intent coverage gaps QA scoring – Automatic evaluation of 100% AI interactions Natural language queries – Drag-and-drop custom reports HyperArc (2024) – GenAI-powered analytics acquisition	Real-time dashboard – Query volumes, token usage, response times Customer Intelligence – User behavior patterns, popular queries, knowledge gaps Conversation analytics – Full transcripts, resolution rates, common questions Export capabilities – API export to BI tools and data warehouses
Support & Ecosystem
Documentation – docs.rag.progress.cloud + legacy docs.nuclia.dev SDK Ecosystem – Python 21K weekly + JavaScript/TypeScript active usage Progress Support – 2,000+ employee parent company infrastructure AWS Marketplace – November 2025 for streamlined procurement	100,000+ customers – Mercedes-Benz, Shopify, Uber, Slack, Airbnb Gartner Leader 2025 – Magic Quadrant for CRM Customer Engagement Certifications ($350) – Support Admin, Explore Analyst, Guide Specialist 24/7 support – Priority routing with Enterprise SLAs	Comprehensive docs – Tutorials, cookbooks, API references Email + in-app support – Under 24hr response time Premium support – Dedicated account managers for Premium/Enterprise Open-source SDK – Python SDK, Postman, GitHub examples 5,000+ Zapier apps – CRMs, e-commerce, marketing integrations
No- Code Interface & Usability
Target Users – Non-technical teams: marketing, HR, legal, support Visual Dashboard – Create KB, upload docs, deploy widget in one session Point-and-Click Editor – Configure suggestions, filters, metadata visually Rapid Deployment – Minutes-to-production capability for business users	G2 4.2-4.4/5 – 5,900+ reviews, "easy to pick up basic things" Visual bot builder – Drag-and-drop with no coding required 3-click AI launch – Generative replies with instant deployment App/Action Builder – Custom workflows without coding ⚠️ Learning curve – 102 G2 mentions for advanced features	2-minute deployment – Fastest time-to-value in the industry Wizard interface – Step-by-step with visual previews Drag-and-drop – Upload files, paste URLs, connect cloud storage In-browser testing – Test before deploying to production Zero learning curve – Productive on day one
R E Mi Evaluation Model ( Core Differentiator)
✅ Proprietary Investment – Addresses hallucination, absent from competitors REMi v2 – Llama 3.2-3B based, 30x faster inference Continuous Quality – Evaluates every interaction across 4 dimensions (0-5) ✅ Benchmark Leader – Highest scores vs Vectara on Docmatix 1.4k	N/A	N/A
Open- Source Nuclia D B Foundation
GitHub Presence – 710+ stars, AGPLv3 transparency into retrieval Technology Stack – Python and Rust for performance Four Index Types – Document, Full Text, Chunk/Vector, Knowledge Graph 100M Vector Performance – Full ingestion in ~20 minutes	N/A	N/A
Multi- Lingual Support
Nuclia Multilingual Embedding – Default model supports multiple languages 60+ Format Processing – Multi-language across PDF, Word, Excel, PPT Auto Transcription – Multi-language speech-to-text for audio/video	N/A	N/A
R A G-as-a- Service Assessment
✅ TRUE RAG-AS-A-SERVICE – Core mission is RAG backend LLM Flexibility – 7 providers switchable without changes Open-Source – NucliaDB 710+ stars, AGPLv3	Platform type – ENTERPRISE CX PLATFORM with RAG, NOT pure RaaS Service Knowledge Graph – Auto-updates without manual reindexing Multi-model RAG – GPT-4o, Claude 3, Gemini, Zendesk LLM automatic routing ⚠️ Not for developers – No PDF/Word ingestion, no RAG API access Best for – Enterprise CX automation with compliance requirements	Platform type – TRUE RAG-AS-A-SERVICE with managed infrastructure API-first – REST API, Python SDK, OpenAI compatibility, MCP Server No-code option – 2-minute wizard deployment for non-developers Hybrid positioning – Serves both dev teams (APIs) and business users (no-code) Enterprise ready – SOC 2 Type II, GDPR, WCAG 2.0, flat-rate pricing
Competitive Positioning
✅ Pricing Advantage – $700/mo entry undercuts competitors ✅ REMi Differentiator – Continuous quality monitoring ⚠️ Integration Gaps – No native Slack/WhatsApp/Teams	Gartner Leader – 2025 Magic Quadrant with 100,000+ customers 19B training advantage – Largest CX-specific AI dataset Compliance leadership – FedRAMP + HIPAA + SOC2 + ISO + PCI DSS complete ⚠️ Not general RAG – Poor fit for document Q&A, developer APIs ⚠️ Complex pricing – "Famously complicated" per-agent + resolution fees	Market position – Leading RAG platform balancing enterprise accuracy with no-code usability. Trusted by 6,000+ orgs including Adobe, MIT, Dropbox. Key differentiators – #1 benchmarked accuracy • 1,400+ formats • Full white-labeling included • Flat-rate pricing vs OpenAI – 10% lower hallucination, 13% higher accuracy, 34% faster vs Botsonic/Chatbase – More file formats, source citations, no hidden costs vs LangChain – Production-ready in 2 min vs weeks of development
A I Models
7 Providers – Anthropic, OpenAI, Google, Meta, Mistral, Cohere Nuclia Private GenAI – 100% data isolation for security	Multi-model routing – Automatic selection, no manual control OpenAI GPT-4o – Primary with GPT-4o Mini for cost optimization Claude 3 (Bedrock) – Advanced reasoning via Amazon integration Zendesk LLM – 19B CX tickets for sentiment/intent detection <24hr model deployment – Rapid rollout of new models (o3-mini, GPT-5)	OpenAI – GPT-5.1 (Optimal/Smart), GPT-4 series Anthropic – Claude 4.5 Opus/Sonnet (Enterprise) Auto-routing – Intelligent model selection for cost/performance Managed – No API keys or fine-tuning required
R A G Capabilities
Agentic RAG Engine – Retrieval agents auto-select strategies Four-Index Hybrid – Document, Full Text, Vector, Knowledge Graph REMi v2 Quality – Continuous evaluation, 30x faster Multimodal – OCR, speech-to-text, 60+ formats	CX-focused architecture – Structured help center content over raw documents Unified Knowledge Graph – Help centers, forums, external resources combined 80+ languages – Automatic translation from English knowledge Hallucination reduction – Real-time observability, intent pre-routing, grounding ⚠️ Scale warning – "Lots of sources can lead to reduced accuracy and latency"	GPT-4 + RAG – Outperforms OpenAI in independent benchmarks Anti-hallucination – Responses grounded in your content only Automatic citations – Clickable source links in every response Sub-second latency – Optimized vector search and caching Scale to 300M words – No performance degradation at scale
Use Cases
Enterprise Knowledge – Deploy knowledge bases in minutes Healthcare & Pharma – Medical protocol search Developer RAG Backend – API-first for custom AI apps	Ticket resolution – 50-90% automated with Unity saving $1.3M Agent assist (Copilot) – Rotho tripled productivity to 120 tickets/shift Omnichannel support – WhatsApp, Messenger, Instagram, email, voice unified Industry solutions – Financial services, healthcare, retail, e-commerce Global multilingual – 80+ languages for worldwide operations	Customer support – 24/7 AI handling common queries with citations Internal knowledge – HR policies, onboarding, technical docs Sales enablement – Product info, lead qualification, education Documentation – Help centers, FAQs with auto-crawling E-commerce – Product recommendations, order assistance
Security & Compliance
✅ SOC2 Type 2, ISO 27001, GDPR Encryption – AES-256 at rest, TLS in transit ⚠️ NO HIPAA – Healthcare requires sales contact	SOC 2 Type II + ISO – 27001, 27018, 27701 certifications PCI DSS Level 1 – Highest payment card security standard FedRAMP LI-SaaS – US government authorized HIPAA compliant – With Advanced Compliance add-on + BAA Data residency – US, EEA, Australia, Japan, UK options	SOC 2 Type II + GDPR – Regular third-party audits, full EU compliance 256-bit AES encryption – Data at rest; SSL/TLS in transit SSO + 2FA + RBAC – Enterprise access controls with role-based permissions Data isolation – Never trains on customer data Domain allowlisting – Restrict chatbot to approved domains
Pricing & Plans
Fly – $700/mo: 10GB/15K resources Growth – $1,750/mo: 50GB/80K resources Enterprise – Custom: Unlimited, hybrid/on-prem	Suite Team: $55/agent/mo – Essential ticketing, 200 API RPM Suite Pro: $105/agent/mo – Advanced automation, 80+ languages Enterprise: $150/agent/mo – Custom workflows, 2,500 API RPM AI resolution: $1.50-2.00 – Per resolution outcome-based pricing ⚠️ Complex pricing – Per-agent + per-resolution can exceed $100K/year	Standard: $99/mo – 10 chatbots, 60M words, 5K items/bot Premium: $449/mo – 100 chatbots, 300M words, 20K items/bot Enterprise: Custom – SSO, dedicated support, custom SLAs 7-day free trial – Full Standard access, no charges Flat-rate pricing – No per-query charges, no hidden costs
Support & Documentation
Documentation – docs.rag.progress.cloud SDK Ecosystem – Python 21K weekly + JavaScript Progress Support – 2,000+ employee parent company	N/A	Documentation hub – Docs, tutorials, API references Support channels – Email, in-app chat, dedicated managers (Premium+) Open-source – Python SDK, Postman, GitHub examples Community – User community + 5,000 Zapier integrations
Limitations & Considerations
⚠️ NO HIPAA – Healthcare PHI requires sales contact ⚠️ NO Messaging – No Slack, WhatsApp, Teams ⚠️ Acquisition Risk – June 2025 purchase, transitioning	⚠️ NOT general-purpose RAG – Enterprise CX platform, different product category ⚠️ No document uploads – No PDF, Word, plain text – CSV or help center only ⚠️ No cloud storage – No Google Drive, Dropbox, Notion integrations ⚠️ No manual model selection – Automatic routing only, no user control ⚠️ Complex pricing – Per-agent + per-resolution can exceed $100K/year Best for – Enterprise CX with compliance; not for document Q&A or RAG APIs	Managed service – Less control over RAG pipeline vs build-your-own Model selection – OpenAI + Anthropic only; no Cohere, AI21, open-source Real-time data – Requires re-indexing; not ideal for live inventory/prices Enterprise features – Custom SSO only on Enterprise plan

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Final Thoughts

Final Verdict: Progress Agentic RAG vs Zendesk AI Agents

After analyzing features, pricing, performance, and user feedback, both Progress Agentic RAG and Zendesk AI Agents are capable platforms that serve different market segments and use cases effectively.

When to Choose Progress Agentic RAG

You value proprietary remi v2 model (30x faster inference) addresses hallucination problem with continuous quality monitoring - differentiated capability absent from most competitors
Open-source NucliaDB transparency (710+ GitHub stars) with managed infrastructure removes operational burden while maintaining technical visibility
Genuine no-code accessibility: business users (marketing, HR, legal, support) can deploy functional RAG pipelines in minutes via visual dashboard

Best For: Proprietary REMi v2 model (30x faster inference) addresses hallucination problem with continuous quality monitoring - differentiated capability absent from most competitors

When to Choose Zendesk AI Agents

You value enterprise-grade compliance: soc2, iso 27001, pci dss, fedramp, hipaa with baa
Omnichannel excellence - native WhatsApp, Messenger, Instagram, X, WeChat, LINE, Viber, SMS support
CX-specific AI trained on 19 billion tickets with 90%+ single-turn accuracy

Best For: Enterprise-grade compliance: SOC2, ISO 27001, PCI DSS, FedRAMP, HIPAA with BAA

Migration & Switching Considerations

Switching between Progress Agentic RAG and Zendesk AI Agents requires careful planning. Consider data export capabilities, API compatibility, and integration complexity. Both platforms offer migration support, but expect 2-4 weeks for complete transition including testing and team training.

Pricing Comparison Summary

Progress Agentic RAG starts at $700/month, while Zendesk AI Agents begins at $55/month. Total cost of ownership should factor in implementation time, training requirements, API usage fees, and ongoing support. Enterprise deployments typically see annual costs ranging from $10,000 to $500,000+ depending on scale and requirements.

Our Recommendation Process

Start with a free trial - Both platforms offer trial periods to test with your actual data
Define success metrics - Response accuracy, latency, user satisfaction, cost per query
Test with real use cases - Don't rely on generic demos; use your production data
Evaluate total cost - Factor in implementation time, training, and ongoing maintenance
Check vendor stability - Review roadmap transparency, update frequency, and support quality

For most organizations, the decision between Progress Agentic RAG and Zendesk AI Agents comes down to specific requirements rather than overall superiority. Evaluate both platforms with your actual data during trial periods, focusing on accuracy, latency, ease of integration, and total cost of ownership.

📚 Next Steps

Ready to make your decision? We recommend starting with a hands-on evaluation of both platforms using your specific use case and data.

• Review: Check the detailed feature comparison table above
• Test: Sign up for free trials and test with real queries
• Calculate: Estimate your monthly costs based on expected usage
• Decide: Choose the platform that best aligns with your requirements

Last updated: February 24, 2026 | This comparison is regularly reviewed and updated to reflect the latest platform capabilities, pricing, and user feedback.

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Priyansh Khodiyar

DevRel at CustomGPT.ai. Passionate about AI and its applications. Here to help you navigate the world of AI tools and make informed decisions for your business.

Progress Agentic RAG vs Zendesk AI Agents