Data Ingestion & Knowledge Sources
100+ Prebuilt Connectors – Google Drive, Slack, Salesforce, GitHub, Pinecone, Qdrant, MongoDB AtlasMultimodal Embed v4.0 – Text + images in single vectors, 96 images/batch processingBinary Embeddings – 8x storage reduction (1024 dim → 128 bytes)⚠️ NO Native Cloud UI – Connectors require developer setup, not drag-and-drop
✅ Auto-Indexing – Points at files, indexes unstructured data automatically without manual setup✅ Auto-Sync – Connected repositories sync automatically, document changes reflected almost instantlyFile Formats – Supports PDF, DOCX, PPT, TXT and common enterprise formats⚠️ Limited Scope – No website crawling or YouTube ingestion, narrower than CustomGPTEnterprise Scale – Handles large corporate data sets, exact limits not published
1,400+ file formats – PDF, DOCX, Excel, PowerPoint, Markdown, HTML + auto-extraction from ZIP/RAR/7Z archivesWebsite crawling – Sitemap indexing with configurable depth for help docs, FAQs, and public contentMultimedia transcription – AI Vision, OCR, YouTube/Vimeo/podcast speech-to-text built-inCloud integrations – Google Drive, SharePoint, OneDrive, Dropbox, Notion with auto-syncKnowledge platforms – Zendesk, Freshdesk, HubSpot, Confluence, Shopify connectorsMassive scale – 60M words (Standard) / 300M words (Premium) per bot with no performance degradation
Developer Frameworks – LangChain, LlamaIndex, Haystack, Zapier (8,000+ apps)Multi-Cloud Deployment – AWS Bedrock, Azure, GCP, Oracle OCI, cloud-agnostic portabilityCohere Toolkit – Open-source (3,150+ GitHub stars) Next.js deployment app⚠️ NO Native Messaging/Widget – NO Slack, WhatsApp, Teams, embeddable chat requires custom development
⚠️ Standalone Only – Own chat/search interface, not a "deploy everywhere" platform⚠️ No External Channels – No Slack bot, Zapier connector, or public APIWeb/Desktop UI – Users interact through Pyx's interface, minimal third-party chat synergyCustom Integration – Deeper integrations require custom dev work or future updates
Website embedding – Lightweight JS widget or iframe with customizable positioningCMS plugins – WordPress, WIX, Webflow, Framer, SquareSpace native support5,000+ app ecosystem – Zapier connects CRMs, marketing, e-commerce toolsMCP Server – Integrate with Claude Desktop, Cursor, ChatGPT, WindsurfOpenAI SDK compatible – Drop-in replacement for OpenAI API endpointsLiveChat + Slack – Native chat widgets with human handoff capabilities
North Platform (GA Aug 2025) – Customizable agents for HR, finance, IT with MCPGrounded Generation – Inline citations showing exact document spans with hallucination reductionMulti-Step Tool Use – Command models execute parallel tool calls with reasoning⚠️ NO Lead Capture/Analytics – Must implement at application layer, no marketing automation
⚠️ NO Agent Capabilities – No autonomous agents, tool calling, or multi-agent orchestrationConversational Search Only – Context-aware dialogue for Q&A, not agentic or autonomous behaviorBasic RAG Architecture – Standard retrieval without function calling, tool use, or workflows⚠️ No External Actions – Cannot invoke APIs, execute code, query databases, or interact externallyInternal Knowledge Focus – Employee Q&A about documents, not task automation or workflows
Custom AI Agents – Autonomous GPT-4/Claude agents for business tasksMulti-Agent Systems – Specialized agents for support, sales, knowledgeMemory & Context – Persistent conversation history across sessionsTool Integration – Webhooks + 5,000 Zapier apps for automationContinuous Learning – Auto re-indexing without manual retraining
Open-Source Toolkit (MIT) – Complete frontend source code for unlimited customizationFine-Tuning via LoRA – Command R models with 16K training context for specializationWhite-Labeling – Fully supported via self-hosted deployments, NO Cohere branding⚠️ NO Visual Agent Builder – Agent creation requires Python SDK, not for non-technical users
⚠️ Minimal Branding – Logo/color tweaks only, designed as internal tool not white-label⚠️ No Embedding – Standalone interface, no domain-embed or widget options availablePyx UI Only – Look stays "Pyx AI" by design, public branding not supportedSecurity Focus – Emphasis on user management and access controls over theming
Full white-labeling included – Colors, logos, CSS, custom domains at no extra cost2-minute setup – No-code wizard with drag-and-drop interfacePersona customization – Control AI personality, tone, response style via pre-promptsVisual theme editor – Real-time preview of branding changesDomain allowlisting – Restrict embedding to approved sites only
Command A – 256K context, $2.50/$10, 75% faster than GPT-4o, 2-GPU minimumCommand R+ – 128K context, $2.50/$10, 50% higher throughput, 20% lower latencyCommand R – 128K context, $0.15/$0.60, 66x cheaper than Command A outputCommand R7B – 128K context, $0.0375/$0.15, fastest and lowest cost23 Optimized Languages – English, French, Spanish, German, Japanese, Korean, Chinese, Arabic
⚠️ Undisclosed Model – Likely GPT-3.5/GPT-4 but exact model not publicly documented⚠️ No Model Selection – Cannot switch LLMs or configure speed vs accuracy tradeoffs⚠️ Single Configuration – Every query uses same model, no toggles or fine-tuningClosed Architecture – Model details, context window, capabilities hidden from users intentionally
GPT-5.1 models – Latest thinking models (Optimal & Smart variants)GPT-4 series – GPT-4, GPT-4 Turbo, GPT-4o availableClaude 4.5 – Anthropic's Opus available for EnterpriseAuto model routing – Balances cost/performance automaticallyZero API key management – All models managed behind the scenes
Developer Experience ( A P I & S D Ks)
Four Official SDKs – Python, TypeScript/JS, Java, Go with multi-cloud supportREST API v2 – Chat, Embed, Rerank, Classify, Tokenize, Fine-tuning, streamingNative RAG – documents parameter for grounded generation with inline citationsLLM University (LLMU) – Learning paths for fundamentals, embeddings, SageMaker deployment
⚠️ No API – No open API or SDKs, everything through Pyx interface⚠️ No Embedding – Cannot integrate into other apps or call programmaticallyClosed Ecosystem – No GitHub examples, community plug-ins, or extensibility optionsTurnkey Only – Great for ready-made tool, limits deep customization or extensions
REST API – Full-featured for agents, projects, data ingestion, chat queriesPython SDK – Open-source customgpt-client with full API coveragePostman collections – Pre-built requests for rapid prototypingWebhooks – Real-time event notifications for conversations and leadsOpenAI compatible – Use existing OpenAI SDK code with minimal changes
Command A Performance – 75% faster than GPT-4o, runs on 2 GPUsEmbed v3.0 Benchmarks – MTEB 64.5, BEIR 55.9 among 90+ modelsRerank 3.5 Context – 128K token window handles documents, emails, tables, codeGrounded Generation – Inline citations show exact document spans, reduces hallucination
Real-Time Answers – Serves accurate responses from internal documents, sparse public benchmarksAuto-Sync Freshness – Connected repositories keep retrieval context always current automatically⚠️ Limited Transparency – No anti-hallucination metrics or advanced re-ranking details publishedCompetitive RAG – Likely comparable to standard GPT-based systems on relevance control
Sub-second responses – Optimized RAG with vector search and multi-layer cachingBenchmark-proven – 13% higher accuracy, 34% faster than OpenAI Assistants APIAnti-hallucination tech – Responses grounded only in your provided contentOpenGraph citations – Rich visual cards with titles, descriptions, images99.9% uptime – Auto-scaling infrastructure handles traffic spikes
Trial/Free – 20 chat/min, 1,000 calls/month for evaluationProduction Pay-Per-Token – Command A $2.50/$10, R7B $0.0375/$0.15 (66x cheaper output)Production Unlimited Monthly – No monthly caps, 500 chat/min rate limit
Seat-Based Pricing – ~$30 per user per month, predictable monthly costs✅ Cost-Effective Small Teams – Affordable for teams under 50 users⚠️ Large Team Costs – 100 users = $3,000/month, can scale expensivelyUnlimited Content – Document/token limits not published, gated only by user seatsFree Trial + Enterprise – Hands-on trial available, custom pricing for large deployments
Standard: $99/mo – 60M words, 10 botsPremium: $449/mo – 300M words, 100 botsAuto-scaling – Managed cloud scales with demandFlat rates – No per-query charges
SOC 2 Type II + ISO 27001 + ISO 42001 – Annual audits, AI Management certificationGDPR + CCPA Compliant – Data Processing Addendums, EU data residencyZero Data Retention (ZDR) – Available upon approval, 30-day auto deletionAir-Gapped Deployment – Full private on-premise, ZERO Cohere infrastructure access⚠️ NO HIPAA Certification – Healthcare PHI processing requires sales verification
✅ GDPR Compliance – Germany-based, implicit EU data protection and regional sovereignty✅ Enterprise Privacy – Data isolated per customer, encrypted in transit and rest✅ No Model Training – Customer data not used for external LLM training✅ Role-Based Access – Built-in controls, admins set document visibility per role⚠️ Limited Certifications – On-prem or SOC 2/ISO 27001/HIPAA not publicly documented
SOC 2 Type II + GDPR – Third-party audited complianceEncryption – 256-bit AES at rest, SSL/TLS in transitAccess controls – RBAC, 2FA, SSO, domain allowlistingData isolation – Never trains on your data
Observability & Monitoring
Native Dashboard – Billing/usage tracking, API key management, spending limits, tokensNorth Platform – Audit-ready logs, traceability for enterprise complianceThird-Party Integrations – Dynatrace, PostHog, New Relic, Grafana monitoring⚠️ NO Native Real-Time Alerts – Proactive monitoring requires external integrations
Basic Stats – User activity, query counts, top-referenced documents for admins⚠️ No Deep Analytics – No conversation analytics dashboards or real-time loggingAdoption Tracking – Useful for usage monitoring, lighter insights than full suitesSet-and-Forget – Minimal monitoring overhead, contact support for issues
Real-time dashboard – Query volumes, token usage, response timesCustomer Intelligence – User behavior patterns, popular queries, knowledge gapsConversation analytics – Full transcripts, resolution rates, common questionsExport capabilities – API export to BI tools and data warehouses
Discord Community – 21,691+ members for API discussions, troubleshooting, Maker SpotlightCohere Labs – 4,500+ research community, 100+ publications including Aya (101 languages)Interactive Documentation – docs.cohere.com with 'Try it' testing, Playground exportEnterprise Support – Dedicated account management, custom deployment, bespoke pricing⚠️ NO Live Chat/Phone – Standard customers use Discord and email only
✅ Direct Support – Email, phone, chat with hands-on onboarding approach⚠️ No Open Community – Closed solution, no plug-ins or user-built extensionsInternal Roadmap – Product updates from Pyx only, no community marketplaceQuick Setup Focus – Emphasizes minimal admin overhead for internal knowledge search
Comprehensive docs – Tutorials, cookbooks, API referencesEmail + in-app support – Under 24hr response timePremium support – Dedicated account managers for Premium/EnterpriseOpen-source SDK – Python SDK, Postman, GitHub examples5,000+ Zapier apps – CRMs, e-commerce, marketing integrations
No- Code Interface & Usability
Playground – Visual model testing with parameter tuning, SDK code exportDataset Upload UI – No-code dataset upload for fine-tuning via dashboard⚠️ NO Visual Agent Builder – Agent creation requires Python SDK, not for non-technical users
✅ Straightforward UI – Users log in, ask questions, get answers without coding✅ No-Code Admin – Admins connect data sources, Pyx indexes automaticallyMinimal Customization – UI stays consistent and uncluttered by designInternal Q&A Hub – Perfect for employee use, not external embedding or branding
2-minute deployment – Fastest time-to-value in the industryWizard interface – Step-by-step with visual previewsDrag-and-drop – Upload files, paste URLs, connect cloud storageIn-browser testing – Test before deploying to productionZero learning curve – Productive on day one
Enterprise Deployment Flexibility ( Core Differentiator)
SaaS (Instant) – Immediate setup via Cohere API with global infrastructureMulti-Cloud Support – AWS Bedrock, Azure, GCP, Oracle OCI, cloud-agnostic portabilityVPC Deployment – <1 day setup within customer private cloud for isolationAir-Gapped/On-Premises – Full private deployment, ZERO Cohere data access✅ Unmatched Among Providers – OpenAI, Anthropic, Google lack comparable on-premise options
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Grounded Generation with Citations ( Core Differentiator)
Inline Citations – Responses show exact document spans informing each answerFine-Grained Attribution – Citations link specific sentences/paragraphs vs generic referencesRerank 3.5 Integration – 128K context filters emails, tables, JSON to passagesNative RAG API – documents parameter enables grounded generation without external orchestration✅ Competitive Advantage – Most platforms need custom citation, Cohere provides built-in
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Multimodal Embed v4.0 ( Differentiator)
Text + Images – Single vectors combining text/images eliminate extraction pipelines96 Images Per Batch – Embed Jobs API handles large-scale multimodal processingMatryoshka Learning – Flexible dimensionality (256/512/1024/1536) for cost-performance optimizationBinary Embeddings – 8x storage reduction for large vector databases, minimal loss✅ Top-Tier Benchmarks – MTEB 64.5, BEIR 55.9 among 90+ models
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Command A – 23 optimized languages: English, French, Spanish, German, Japanese, Korean, ChineseEmbed and Rerank – 100+ languages with cross-lingual retrieval, no translationAya Research Model – Cohere Labs open research covering 101 languages
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R A G-as-a- Service Assessment
Platform Type – TRUE RAG-AS-A-SERVICE API PLATFORM for custom developer solutionsAPI-First Architecture – REST API v2 + 4 SDKs (Python, TypeScript, Java, Go)RAG Technology Leadership – Embed v4.0 (multimodal), Rerank 3.5 (128K), inline citationsDeployment Flexibility – SaaS, VPC, air-gapped on-premise, unmatched among major providers⚠️ CRITICAL GAPS – NO chat widgets, messaging integrations, visual builders, analytics
⚠️ NOT TRUE RAG-AS-A-SERVICE – Standalone internal app, not API-accessible RAG platformTurnkey Application – Self-contained Q&A tool vs developer-accessible RAG infrastructure⚠️ No API Access – No REST API, SDKs, programmatic access unlike CustomGPT/VectaraClosed Application – Web/desktop interface only, cannot build custom applications on topSaaS vs RaaS – Software-as-a-Service (standalone app) NOT Retrieval-as-a-Service (API infrastructure)Best Comparison Category – Internal search tools (Glean, Guru), not developer RAG platforms
Platform type – TRUE RAG-AS-A-SERVICE with managed infrastructureAPI-first – REST API, Python SDK, OpenAI compatibility, MCP ServerNo-code option – 2-minute wizard deployment for non-developersHybrid positioning – Serves both dev teams (APIs) and business users (no-code)Enterprise ready – SOC 2 Type II, GDPR, WCAG 2.0, flat-rate pricing
Market Position – Enterprise-first RAG API platform with unmatched deployment flexibilityDeployment Differentiator – Air-gapped on-premise, ZERO Cohere access vs SaaS-only competitorsSecurity Leadership – SOC 2 + ISO 27001 + ISO 42001 (rare AI certification) + GDPRCost Optimization – Command R7B 66x cheaper than A, model-to-use-case matchingResearch Pedigree – Founded by Transformer co-author Gomez, $1.54B funding (RBC, Dell, Oracle)
Market Position – Turnkey internal knowledge search (Germany), not embeddable chatbot platformTarget Customers – Small-mid European teams needing GDPR compliance and simple deploymentKey Competitors – Glean, Guru, Notion AI; not customer-facing chatbots like CustomGPT✅ Advantages – Simple scope, auto-sync, GDPR compliance, ~$30/user/month predictable pricing⚠️ Use Case Fit – Perfect for <50 user teams, not API integrations or public chatbots
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 pricingvs OpenAI – 10% lower hallucination, 13% higher accuracy, 34% fastervs Botsonic/Chatbase – More file formats, source citations, no hidden costsvs LangChain – Production-ready in 2 min vs weeks of development
Customer Base & Case Studies
Financial Services – RBC (Royal Bank of Canada) for banking knowledge and complianceEnterprise IT – Dell for knowledge management, Oracle for database docsGlobal Operations – LG Electronics using multilingual capabilities for global operations$1.54B Funding – Nvidia, Salesforce, Oracle, AMD, Schroders, Fujitsu investments
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Command A – 256K context, $2.50/$10, 75% faster than GPT-4oCommand R+/R/R7B – 128K context, pricing from $0.0375 to $10 per 1M66x Cost Difference – Command R7B output 66x cheaper than Command A23 Optimized Languages – English, French, Spanish, German, Japanese, Korean, Chinese, Arabic
⚠️ Undisclosed LLM – Likely GPT-3.5/GPT-4 but model details not publicly documented⚠️ No Model Selection – Cannot switch LLMs or choose speed vs accuracy configurations⚠️ Opaque Architecture – Context window size and capabilities not exposed to usersSimplicity Focus – Hides technical complexity, users ask questions and get answers⚠️ No Fine-Tuning – Cannot customize model on domain data for specialized responses
OpenAI – GPT-5.1 (Optimal/Smart), GPT-4 seriesAnthropic – Claude 4.5 Opus/Sonnet (Enterprise)Auto-routing – Intelligent model selection for cost/performanceManaged – No API keys or fine-tuning required
Grounded Generation Built-In – Native documents parameter with fine-grained inline citationsEmbed v4.0 Multimodal – Text + images in single vectors, 96 images/batchTop-Tier Embeddings – MTEB 64.5, BEIR 55.9, Matryoshka (256/512/1024/1536 dim)Rerank 3.5 – 128K token context handles documents, emails, tables, JSON, codeBinary Embeddings – 8x storage reduction (1024 dim → 128 bytes) minimal loss
Conversational RAG – Context-aware search over enterprise documents with follow-up support✅ Auto-Sync – Repositories sync automatically, changes reflected almost instantlyDocument Formats – PDF, DOCX, PPT, TXT and common enterprise formats supported⚠️ No Advanced Controls – Chunking, embedding models, similarity thresholds not exposed⚠️ Limited Transparency – No citation metrics or anti-hallucination details publishedClosed System – Optimized for internal Q&A, limited visibility into retrieval architecture
GPT-4 + RAG – Outperforms OpenAI in independent benchmarksAnti-hallucination – Responses grounded in your content onlyAutomatic citations – Clickable source links in every responseSub-second latency – Optimized vector search and cachingScale to 300M words – No performance degradation at scale
Financial Services – RBC deployment for banking knowledge, compliance, North for BankingHealthcare – Ensemble Health for clinical knowledge (HIPAA verification required)Enterprise IT – Dell for knowledge management, customer support, documentation searchTechnology Companies – Oracle (database docs), LG Electronics (multilingual operations)
✅ Internal Knowledge Search – Employees asking questions about company documents and policies✅ Team Onboarding – New hires finding information without bothering colleagues✅ Policy Lookup – HR, compliance, operational procedure retrieval for staff✅ Small European Teams – GDPR-compliant internal search with EU data residency⚠️ NOT SUITABLE FOR – Public chatbots, customer support, API integrations, multi-channel deployment
Customer support – 24/7 AI handling common queries with citationsInternal knowledge – HR policies, onboarding, technical docsSales enablement – Product info, lead qualification, educationDocumentation – Help centers, FAQs with auto-crawlingE-commerce – Product recommendations, order assistance
Free Tier – Trial API key with 20 chat/min, 1,000 calls/monthProduction Pay-Per-Token – Command A $2.50/$10, R7B $0.0375/$0.15 (66x cheaper output)Production Unlimited Monthly – No monthly caps, 500 chat/min rate limit
Seat-Based Pricing – ~$30 per user per month✅ Small Team Value – Affordable for teams under 50 users, predictable costs⚠️ Scalability Cost – 100 users = $3,000/month, expensive for large organizationsUnlimited Content – No published document limits, gated only by user seatsFree Trial + Enterprise – Evaluation available, custom pricing for volume discounts
Standard: $99/mo – 10 chatbots, 60M words, 5K items/botPremium: $449/mo – 100 chatbots, 300M words, 20K items/botEnterprise: Custom – SSO, dedicated support, custom SLAs7-day free trial – Full Standard access, no chargesFlat-rate pricing – No per-query charges, no hidden costs
Limitations & Considerations
Developer-First Platform – Optimized for teams with coding skills, NOT business usersNO Visual Agent Builder – Agent creation requires Python SDK, not for non-technical usersNO Native Messaging/Widget – NO Slack, WhatsApp, Teams, embeddable chat needs custom developmentHIPAA Gap – No explicit certification, healthcare needs sales verificationNOT Ideal For – SMBs without dev resources, teams needing visual builders/messaging
⚠️ No Public API – Cannot embed or call programmatically, standalone UI only⚠️ No Messaging Integrations – No Slack, Teams, WhatsApp or chat platform connectors⚠️ Limited Branding – Minimal customization, not white-label solution for public deployment⚠️ No Advanced Controls – Cannot configure RAG parameters, model selection, retrieval strategies⚠️ Seat-Based Scaling – Expensive for large orgs vs usage-based pricing models✅ Best For – Small European teams (<50 users) prioritizing simplicity and GDPR over flexibility
Managed service – Less control over RAG pipeline vs build-your-ownModel selection – OpenAI + Anthropic only; no Cohere, AI21, open-sourceReal-time data – Requires re-indexing; not ideal for live inventory/pricesEnterprise features – Custom SSO only on Enterprise plan
Chat API – Multi-turn dialog with state/memory of previous turns for contextRetrieval-Augmented Generation (RAG) – Document mode specifies which documents to referenceGenerative AI Extraction – Automatically extracts answers from responses for reuseIntent-Based AI – Beyond keyword search, surfaces relevant snippets for plain English
Conversational Search – Context-aware Q&A over enterprise documents with follow-up questions⚠️ Internal Focus – Designed for knowledge management, no lead capture or human handoffMulti-Language – Likely supports multiple languages, though not a headline feature⚠️ Basic Analytics – Stores chat history, fewer business insights than customer-facing tools
✅ #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
Customization & Flexibility ( Behavior & Knowledge) N/A
✅ Auto-Sync Updates – Knowledge base updated without manual uploads or scheduling⚠️ No Persona Controls – AI voice stays neutral, no tone or behavior customization✅ Access Controls – Strong role-based permissions, admins set document visibility per userClosed Environment – Great for content updates, limited for AI behavior or deployment
Live content updates – Add/remove content with automatic re-indexingSystem prompts – Shape agent behavior and voice through instructionsMulti-agent support – Different bots for different teamsSmart defaults – No ML expertise required for custom behavior
Additional Considerations N/A
✅ No-Fuss Internal Search – Employees use without coding, simple deployment for teams⚠️ Not Public-Facing – Not ideal for customer chatbots or developer-heavy customizationSiloed Environment – Single AI search environment, not broad extensible platformSimpler Scope – Less flexible than CustomGPT, but faster setup for internal use
Time-to-value – 2-minute deployment vs weeks with DIYAlways current – Auto-updates to latest GPT modelsProven scale – 6,000+ organizations, millions of queriesMulti-LLM – OpenAI + Claude reduces vendor lock-in
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✅ GDPR Compliance – Germany-based with implicit EU data protection compliance✅ German Data Residency – EU storage location for regional data sovereignty requirements✅ Enterprise Privacy – Customer data isolated, encrypted in transit and at rest✅ Role-Based Access – Built-in controls, admins set document visibility per user⚠️ Limited Certifications – SOC 2, ISO 27001, HIPAA not publicly documented
SOC 2 Type II + GDPR – Regular third-party audits, full EU compliance256-bit AES encryption – Data at rest; SSL/TLS in transitSSO + 2FA + RBAC – Enterprise access controls with role-based permissionsData isolation – Never trains on customer dataDomain allowlisting – Restrict chatbot to approved domains
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✅ Direct Support – Email, phone, chat with hands-on onboarding approach✅ Quick Deployment – Minimal admin overhead, connect sources and start asking questions⚠️ No Open Community – Closed solution, no plug-ins or user extensions⚠️ No Developer Docs – No API documentation or programmatic access guidesInternal Roadmap – Updates from Pyx only, no user-contributed features
Documentation hub – Docs, tutorials, API referencesSupport channels – Email, in-app chat, dedicated managers (Premium+)Open-source – Python SDK, Postman, GitHub examplesCommunity – User community + 5,000 Zapier integrations
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