What are the main differences between Progress Agentic RAG and UChat?

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. UChat leads in Exceptional value - $10/month for 12+ channels vs ManyChat's $15/month for 4 channels and Industry-leading white-label capabilities at $199/month with 100% profit retention for agencies with 98/100 overall rating and N/A% 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 UChat emphasizes 15+ messaging channels (WhatsApp, Messenger, Instagram, Telegram, Line, Viber, WeChat, VK, SMS). Pricing differs by $690/month.

Which is better for enterprises: Progress Agentic RAG or UChat?

Progress Agentic RAG offers SOC 2 compliance for enterprise security. HIPAA compliance varies - contact vendors for details. For scalability, both offer cloud-based deployment options. UChat leads with 98/100 enterprise readiness score (65/100 enterprise features).

How much does Progress Agentic RAG cost vs UChat?

Progress Agentic RAG starts at $700/monthly (paid model), while UChat begins at $10/monthly (freemium model). UChat provides a free tier. This represents a significant price difference of $690/month. See our detailed pricing breakdown for complete tier comparisons.

Can I migrate from Progress Agentic RAG to UChat?

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

What integrations do Progress Agentic RAG and UChat 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). UChat supports WhatsApp (Cloud API + 360Dialog), Facebook Messenger & Instagram, Telegram, Line, Viber, WeChat, VK, Google Business Messenger, Slack, Intercom, JivoChat, Freshchat, Front, Drift (10 integrations available). Both offer REST APIs for custom integrations. UChat provides 43% more integrations, with webhook support for real-time data sync.

What are the main differences between Progress Agentic RAG and UChat?

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

Which is better for enterprises: Progress Agentic RAG or UChat?

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

How much does Progress Agentic RAG cost vs UChat?

Progress Agentic RAG starts at custom pricing/month (subscription model), while UChat 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 UChat?

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

What integrations do Progress Agentic RAG and UChat support?

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

Progress Agentic RAG vs UChat

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

More about UChat 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 UChat 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 UChat, 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 UChat if: you value exceptional value - $10/month for 12+ channels vs manychat's $15/month for 4 channels

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 UChat

UChat is no-code omnichannel chatbot builder for social commerce. UChat is a no-code omnichannel chatbot platform optimized for social commerce and customer engagement across 15+ messaging channels including WhatsApp, Facebook Messenger, Instagram, Telegram, and more. Built for agencies with comprehensive white-labeling at $199/month. Founded in 2018, headquartered in Australia, the platform has established itself as a reliable solution in the RAG space.

Overall Rating

98/100

Starting Price

$10/mo

Key Differences at a Glance

In terms of user ratings, UChat in overall satisfaction. From a cost perspective, UChat offers more competitive entry pricing. The platforms also differ in their primary focus: Enterprise Software versus Chatbot Platform. 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	UChat	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	OpenAI Assistant API integration – Not native RAG, 200MB per file limit Supported formats – PDF, DOCX, TXT, CSV, HTML ⚠️ No website crawling or auto-sync – Manual upload only, no YouTube transcripts ⚠️ No cloud integrations – Requires Zapier/Make for Drive, Dropbox, Notion	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	15+ messaging channels – WhatsApp, Messenger, Instagram, Telegram, Line, WeChat, VK, others Omnichannel deployment – Build once, launch on 8 channels with unified inbox Zapier integration – 10 triggers + 10 actions via Pabbly Connect Webhook system – 5 inbound webhooks, all HTTP methods supported	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	Visual flow builder – Drag-and-drop interface, no coding required Multi-agent orchestration – Role-based routing with context handoff Token limits & summarization – 500/1,000 token limits, auto-summarization after 10-100 messages Constraints & guardrails – 20,000 character instruction fields per agent	✅ #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	AI-driven workflows – Visual builder for sales, support, engagement automation 15+ social channels – WhatsApp, Instagram, Messenger, others with unified management Smart AI agents – No-code automation, multi-agent connectivity 5,000+ app integrations – Zapier, Pabbly Connect, Make middleware	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	⚠️ Platform still young – Server resource limits, asset limitations ⚠️ Internet dependency – Unpredictable QoS for voice/video, BYOC challenges ⚠️ Multi-vendor troubleshooting – Complicates support, increases resolution time	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	Full white-labeling (Partner plan) – Custom domain, logo, favicon, free SSL Branded mobile apps – Generic free, fully branded as paid add-on $99 one-time fee – Custom dashboard design implementation Domain restrictions – Embed widgets only on verified domains	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 support – GPT-4-turbo, GPT-4-vision, Claude, Gemini, DeepSeek, Grok, Coze Function calling – AI triggers real-time actions during conversations No AI cost markup – Users connect their own API keys directly	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	⚠️ No official SDKs – No Python, JavaScript, or Node.js libraries Swagger/OpenAPI 3.0 docs – Main API and Partner API Partner API – User/workspace CRUD, plan management, Master API Key JavaScript function nodes – Custom code execution, 6 variable types, math functions	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	✅ 99.7% uptime SLA – Maximum 10 hours maintenance yearly with 48-hour notice Accuracy depends on LLM – OpenAI Assistant API-dependent, no native vector control	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	Visual flow builder – Drag-and-drop interface for workflows Multi-agent orchestration – Role-based routing with context handoff Temperature & token config – Per-agent settings, 500/1,000 token limits Constraints and guardrails – 20,000 character instruction limit per agent	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	Free plan – 1 bot, 200 users, 1 member, 1 channel Business ($10/mo) – 1 bot, 1,000 users, 5 members, 8 channels Partner ($199/mo) – 5 bots, 10,000 users, full white-labeling, 100% profit retention ✅ Best value – $10/month for 12+ channels, no AI markup	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	✅ GDPR compliance – DPA available, encryption at rest/in transit 3-month data retention – Deletion within 3 days on request ⚠️ No SOC 2, HIPAA, ISO 27001 – Limits enterprise adoption ⚠️ No SSO/SAML, limited RBAC – Only 3 roles, no enterprise identity providers	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	Metrics tracked – Conversations, messages, leads, demographics, engagement rates Conversation logs – Full history with user profiles, custom fields, tags ⚠️ Basic analytics – No open/click tracking, no unrecognized input analytics	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	Email support – ticket@uchat.com.au, 1-day response time Facebook community – 75,000+ members, highly active 700+ YouTube tutorials – Extensive video library UChat Academy – 4-module training with certifications ✅ 4.9/5 Capterra rating – 72 reviews, 160+ templates	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	N/A	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 – Conversational AI with OpenAI Assistant API (not pure RAG) Document support – PDF, DOCX, TXT, CSV, HTML with 200MB limit ⚠️ Knowledge limitations – No web crawling, YouTube, or cloud storage integrations ✅ Multi-agent orchestration – Good role-based routing with context handoff ✅ LLM flexibility – Excellent model support (OpenAI, Claude, Gemini) Best for – Multi-channel engagement, SMBs and agencies	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	Market position – Mid-market omnichannel platform, affordable ManyChat alternative Target customers – Agencies/resellers, e-commerce, voice/IVR businesses ✅ Pricing advantage – $10/month for 1,000 users across 8 channels ✅ Channel breadth – 15+ platforms, unique voice payment processing ⚠️ Limitations – Basic analytics, no SOC 2/HIPAA, limited RBAC, no SSO	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	N/A	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	OpenAI Assistant API – Not native RAG, relies on OpenAI embeddings Document support – PDF, DOCX, TXT, CSV, HTML up to 200MB ⚠️ No website crawling or auto-sync – Manual upload, no YouTube transcripts ⚠️ No RAG parameter controls – Cannot configure chunking, embeddings, retrieval	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	Agency/reseller white-labeling – Partner plan ($199/mo), 100% profit retention Omnichannel engagement – 15+ messaging platforms with unified inbox E-commerce automation – WhatsApp catalogue, cart recovery, Shopify/WooCommerce ⚠️ NOT ideal for – Advanced RAG, enterprise compliance (SOC 2/HIPAA), SSO/SAML	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	N/A	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	Free plan – 1 bot, 200 users, 1 member, 1 channel Business ($10/mo) – 1 bot, 1,000 users, 5 members, 8 channels Partner ($199/mo) – 5 bots, 10,000 users, full white-labeling, 100% profit retention ✅ Value proposition – $10/month for 12+ channels, 40-90% cheaper than competitors	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	⚠️ Basic analytics – No open/click tracking, no unrecognized input analytics ⚠️ OpenAI dependency for RAG – Not native RAG, limited by OpenAI system ⚠️ No native knowledge connectors – Manual uploads, no Drive/Notion/Confluence ⚠️ Limited compliance – No SOC 2/HIPAA/ISO 27001, restricts regulated industries ⚠️ Basic RBAC, no SSO/SAML – Only 3 roles, no official SDKs	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
Mini- App Ecosystem
N/A	119 third-party apps – Available in Mini-App Store Two development approaches – JSON-based (v1), flow-based (v2)	N/A
Human Handoff & Live Chat
N/A	Native mobile apps – iOS ("UChat Live Chat"), Android ("UChat") Third-party integrations – Intercom, Freshchat, Front, JivoChat, Drift, Slack 30-minute support window – Resets with each agent message	N/A
E-commerce & Payments
N/A	WhatsApp Product Catalogue – Native checkout within conversations Voice payment processing – Take payments during IVR calls (unique) Payment integrations – Shopify, WooCommerce, Stripe, PayPal, Razorpay, Billplz	N/A
Voice & I V R Capabilities
N/A	Multi-level IVR menus – Call routing, SMS fallback, voicemail Automated payment collection – During calls (unique capability)	N/A

Ready to experience the CustomGPT difference?

Start Free Trial →

Final Thoughts

Final Verdict: Progress Agentic RAG vs UChat

After analyzing features, pricing, performance, and user feedback, both Progress Agentic RAG and UChat 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 UChat

You value exceptional value - $10/month for 12+ channels vs manychat's $15/month for 4 channels
Industry-leading white-label capabilities at $199/month with 100% profit retention for agencies
QR code channel switching enables seamless web-to-WhatsApp handoff with conversation context

Best For: Exceptional value - $10/month for 12+ channels vs ManyChat's $15/month for 4 channels

Migration & Switching Considerations

Switching between Progress Agentic RAG and UChat 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 UChat begins at $10/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 UChat 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 3, 2026 | This comparison is regularly reviewed and updated to reflect the latest platform capabilities, pricing, and user feedback.

Ready to Get Started with CustomGPT?

Join thousands of businesses that trust CustomGPT for their AI needs. Choose the path that works best for you.

Start Your Free Trial

Experience the full power of CustomGPT risk-free.

Get Started

RECOMMENDED

Request a Demo

See how CustomGPT can transform your business operations.

Get Started

Contact Sales

Get personalized guidance from our expert team.

Get Started

Why Choose CustomGPT?

97% Accuracy

Industry-leading benchmarks

5-Min Setup

Get started instantly

24/7 Support

Expert help when you need it

Enterprise Ready

Scale with confidence

Trusted by leading companies worldwide

CustomGPT

The most accurate RAG-as-a-Service API. Deliver production-ready reliable RAG applications faster. Benchmarked #1 in accuracy and hallucinations for fully managed RAG-as-a-Service API.

Get API Key Documentation Read our benchmarks

Get in touch
Contact Us

Join the Discussion

Loading comments...

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 UChat