Complete Platform Architecture & Capabilities

Engineered for Enterprise RAG, Inbound Lead Triage & Omnichannel AI Automation

From real-time email lead intelligence and verified hybrid RAG with direct source citations to multi-channel WhatsApp and Teams deployments — explore the full suite of enterprise AI tools.

SALES INTELLIGENCE

Stop Missing High-Intent Leads Hiding in Your Inbox

Aidni reads new inquiries, classifies buyer intent, extracts contact details and urgency, then alerts your team with a suggested reply.

Core Architecture Spotlight

Autonomous Multi-Dimensional Inbound Triage

Connect Gmail, Outlook, or IMAP. Our AI continuously monitors incoming replies, scores buyer sentiment from -100% to +100%, extracts required seat counts and budgets, and generates grounded draft replies while alerting your sales team on WhatsApp & Slack.

Key Architectural Highlights:
⚡ 45s Background IMAP & Webhook sync
🔥 Multi-agent intent classifier (Hot Lead, Objections, Reschedules)
📱 Instant WhatsApp & Slack hot lead alerts
✉️ 1-Click RAG draft reply with custom SMTP dispatch
Inbox Ingestion

Automated IMAP & Webhook Sync

Seamlessly connects to Gmail, Outlook, Exchange, or custom IMAP mailboxes with silent 45-second auto-sync. Also supports instant webhook ingestion via SendGrid, Postmark, and Mailgun.

Zero manual inbox refreshing
AES-256 encrypted mailbox credentials
Instant webhook support
Sentiment Triage

Multi-Agent Intent & Urgency Scoring

Autonomous multi-agent classifiers evaluate every inbound email response, scoring sentiment from -100% to +100% and tagging intent as Hot Lead, Follow-up, Technical Inquiry, or Out-of-Office.

Spot high-value opportunities instantly
Granular sentiment index gauge
Filters out auto-replies and spam
Deal Intelligence

Deep Buying Signal Extraction

Automatically parses email threads to extract mission-critical buying signals such as required seat count, budget timelines, decision maker roles, and competitor evaluations.

Surfaces actionable deal size context
Highlights urgency timelines
Auto-generates recommended sales plays
Autonomous Sales

RAG-Grounded AI Draft Replies & SMTP

Drafts personalized, contextually accurate responses citing your company documentation and pricing. Review, customize, and dispatch directly from your dashboard via verified custom SMTP.

Grounded sales draft replies citing exact docs
1-click SMTP dispatch
Customizable email templates
RAG ARCHITECTURE

Universal Knowledge Hub & Hybrid RAG Engine

Ingest any document, URL, or database into a unified, factual AI memory.

Core Architecture Spotlight

Dual-Stage Retrieval with Semantic Reranking

Aidni combines dense vector embeddings in PostgreSQL pgvector with Hypothetical Document Embeddings (HyDE) and semantic reranking to deliver pinpoint accuracy with verifiable source citations.

Key Architectural Highlights:
📄 Ingest PDFs, Word, Markdown, and YouTube video transcripts
🌐 Automated sitemap web crawler for real-time doc sync
🗄️ Native PostgreSQL and MySQL schema-aware SQL generation
🔍 Clickable footnote citations with exact paragraph provenance
Data Ingestion

Universal Multi-Source Ingestion

Ingest any document format with 1-click: PDFs, Word Docs, Markdown, raw FAQs, websites via automated sitemap crawling, YouTube video transcripts, and live SQL databases.

Full sitemap sub-page discovery
Instant text & document parsing
Auto-sync live web docs
Precision RAG

Hybrid Vector Search with HyDE & pgvector

Combines dense vector embeddings with Hypothetical Document Embeddings (HyDE) and semantic keyword reranking to eliminate false matches and deliver pinpoint retrieval.

Hypothetical query expansion
Cosine similarity search in pgvector
Contextual parent-child chunking
Structured Data

Live SQL Database Connectors

Securely connect PostgreSQL or MySQL schemas. The AI writes read-only parameterized queries in real time to fetch live inventory, orders, and customer accounts.

Schema-aware SQL generation
Encrypted connection pooling
Strict read-only security sandboxing
Truth Grounding

Deterministic RAG Grounding & Direct Citations

The agent answers strictly using verified passages in your knowledge base and displays clickable source citations so users can verify every claim against the primary text.

Transparent footnote citations
Custom refusal fallback prompts
Strict context-bounded generation
EMPIRICAL EVALUATION

RAG Grounding & Retrieval Benchmark Results

Evaluated across 500+ heterogeneous production queries
99.4%
Retrieval Precision @ k=4
Dual-stage dense vector search combined with HyDE query expansion.
98.7%
Strict Grounding Rate
Generations strictly bounded to provided context chunks with zero fabricated facts.
< 850ms
P95 Retrieval Latency
HNSW-indexed vector embeddings in PostgreSQL pgvector.
100%
Attribution Transparency
Every answer includes clickable citations showing exact document origin and chunk.
Verification Methodology: Aidni enforces strict refusal prompting when similarity scores drop below threshold $\tau=0.72$. If the knowledge base does not contain the answer, the agent gracefully admits lack of context rather than speculating, and triggers human staff escalation.
OMNICHANNEL SYNC

Omnichannel Distribution & Team Workspaces

Deploy your agent everywhere your customers and internal team communicate.

Core Architecture Spotlight

Single Source of Truth Across 6+ Channels

Update your knowledge base once, and changes automatically propagate across your website widget, WhatsApp Business, Instagram DM, Slack workspace, and Microsoft Teams.

Key Architectural Highlights:
🌐 Customizable web widget with proactive time-on-page triggers
📱 Official Meta Cloud API certified WhatsApp integration
👥 Slack bot & Microsoft Teams apps for internal team answers
💬 Instagram Direct Message & Facebook Messenger auto-replies
Embeddable Web

Customizable Website Chat Widget

Deploy a sleek, responsive chat widget on any website using a single copy-paste script tag. Fully customize colors, fonts, avatar, position, and proactive greeting triggers.

Lightweight async script (<25kb)
Mobile-optimized slide-over UI
Time-on-page proactive triggers
Messaging

Official WhatsApp Cloud API Integration

Connect your business WhatsApp number with direct webhook support or QR-code scan. Automate 24/7 customer support, catalog inquiries, and lead qualification on WhatsApp.

Official Meta Cloud API certified
Interactive quick-reply buttons
Automated media and template handling
Team Collaboration

Microsoft Teams & Slack App Bots

Turn your knowledge base into an interactive internal team copilot. Employees can @mention the bot in Slack channels or Teams groups to resolve questions instantly.

Direct channel @mention support
Threaded AI conversations
Reduces internal IT & HR ticket volume
Social Commerce

Instagram DM & Messenger Bots

Capture social traffic effortlessly. Automatically respond to incoming Instagram Direct Messages and Facebook Messenger chats with contextual product recommendations.

24/7 social lead capture
Story mention auto-responders
Seamless handoff to human support
TEAM WORKFLOW

Human-in-the-Loop Escalation & Governance

Empower your support team with smooth live takeover and role-based access.

Core Architecture Spotlight

Context-Preserving Human Agent Takeover

When an inquiry requires complex human judgment, the AI agent transfers the live session to your support queue with full conversation history and customer intent notes.

Key Architectural Highlights:
⚡ 1-Click live chat takeover and pause AI auto-replies
🔒 Role-Based Access Control (Admin, Staff, and Viewer permissions)
📝 Internal team notes and ticket tagging during conversations
🔄 Instant 1-click resume AI automation when human departs
Hybrid Support

Seamless Live Human Handoff

When an inquiry requires personal attention or the visitor requests a human, the bot gracefully alerts your team and pauses AI auto-responses for seamless live chat takeover.

Instant team notifications
Full chat history preservation
1-click resume AI automation
Governance

Staff Accounts & Granular RBAC

Invite team members, customer support specialists, and sales reps with fine-grained permission controls to manage specific bots, review leads, and respond to inquiries.

Admin and Staff permission tiers
Audit trail for team actions
Isolated workspace access
ANALYTICS & CRM

Lead Capture, Analytics & CRM Synchronization

Turn every conversation into structured customer intelligence and measurable ROI.

Core Architecture Spotlight

Real-Time Conversational Insights & Gap Analysis

Track user satisfaction (CSAT), query volume heatmaps, popular questions, and unanswered topic gaps so you know exactly where to expand your documentation.

Key Architectural Highlights:
📈 Real-time CSAT satisfaction score metrics and thumbs-up/down tracking
📊 Unanswered query gap detector to identify documentation holes
🔗 Automated webhook export to HubSpot, Salesforce, and Zapier
📥 1-Click CSV and Excel lead database downloads
Growth & CRM

Automated Lead Capture & CRM Sync

Collect visitor names, emails, phone numbers, and company details organically during chat. Export leads via CSV or trigger automated webhooks to HubSpot and Salesforce.

Pre-chat and mid-chat lead forms
Custom webhook export triggers
CSV / Excel instant downloads
Conversation Insights

Real-Time Analytics & Feedback Tracking

Gain visibility into user queries, popular topics, thumbs up/down satisfaction ratings, response latency, and unanswered questions to continually improve your knowledge base.

CSAT satisfaction score metrics
Query volume heatmaps
Unanswered query gap analysis
SECURITY & PRIVACY

Enterprise Privacy, Encryption & Sovereignty

Bank-grade security protocols ensuring complete data isolation and compliance.

Core Architecture Spotlight

Tenant-Isolated PostgreSQL Storage & Bidirectional PII Redaction

Sensitive data—including payment cards, national IDs, and contact info—is masked before prompts leave your server. Multi-tenant Row-Level Security ensures strict boundary enforcement.

Key Architectural Highlights:
🔐 AES-256-GCM authenticated encryption for all credentials at rest
🛡️ Bidirectional PII token redaction (Credit Cards, SSNs, Aadhaar, Emails)
🏢 Strict PostgreSQL Row-Level Security (RLS) ensuring absolute tenant isolation
🚫 Commercial Zero Data Retention (ZDR) & Zero Model Training guarantee
Encryption

AES-256-GCM Credential Encryption & RLS

All email passwords, database strings, and API credentials are encrypted at rest using AES-256 GCM. Strict Postgres Row-Level Security (RLS) guarantees complete multi-tenant tenant isolation.

No plaintext credential storage
Multi-tenant database isolation
SOC2 and GDPR architectural compliance
Data Privacy

Zero Model Training on Customer Content

Your proprietary company data, documents, and customer conversations are strictly private. Your data is never used to train public foundational AI models.

Private isolated vector spaces
Custom data retention schedules
HIPAA BAA ready architecture
Architectural Comparison

Aidni.io vs Traditional Chatbot Builders

How our hybrid RAG & email lead intelligence stacks up against legacy alternatives.

Capability / DimensionAidni.io EnterpriseTraditional Bots
Inbound Email Intelligence & Triage✅ Built-in IMAP / Webhooks with AI signal extraction❌ Requires complex 3rd party Zapier workflows
RAG Retrieval Quality✅ Hybrid Search (pgvector + HyDE + Reranking)⚠️ Basic un-ranked keyword search
Multi-Channel Support✅ WhatsApp, Teams, Slack, Instagram, Web⚠️ Web widget only or costly add-ons
Live SQL Database Ingestion✅ Native Postgres & MySQL schema indexing❌ Static document uploads only
Human Agent Escalation✅ Real-time handoff with multi-user RBAC⚠️ Clunky disconnected inbox
Enterprise Encryption & Privacy✅ AES-256 GCM + PII Masking + Postgres RLS⚠️ Shared database tables

Experience the Full Power of Aidni.io

Start your free setup call + 7-day full-access trial today. Ingest your knowledge base, connect your email inbox, and deploy your custom AI agent in 2 minutes.