Revenue Recovery Intelligence™
Technical Architecture
A complete architectural specification for the TelegentAI™ platform — from edge-rendered React to real-time scoring engines to AI-powered revenue analysis. Built for scale, designed for developers.
Next.js · React 18 · FastAPI · PostgreSQL 16 · OpenAI GPT-4o · Vercel · AWS · Terraform
System Architecture
A six-layer architecture engineered for real-time revenue intelligence at scale.
Server-side rendered React with the App Router. Edge-rendered pages, streaming SSR, React Server Components, and incremental static regeneration.
High-performance Python async API. Rate limiting, request validation, API versioning, and WebSocket support for real-time dashboard streaming.
Microservices for scoring engine, data ingestion, notification dispatch, report generation, and AI orchestration with async task queues.
LLM-powered revenue analysis, anomaly detection, lead scoring models, and the AI Business Consultant™ with RAG over customer data.
ACID-compliant transactional store with time-series extensions for analytics. Redis caching for sub-10ms dashboard queries. Encrypted object storage.
Edge-deployed frontend on Vercel. Containerized backend on AWS. Infrastructure-as-code. Global CDN with DDoS protection.
Frontend Architecture
Next.js 14 with the App Router. Edge-deployed on Vercel. Streaming SSR, React Server Components, and incremental static regeneration.
App Router
UI Components
Data Fetching
State Management
Backend Services
Async Python microservices on FastAPI. Celery task queues. Redis caching. Each service is independently deployable with its own scaling policy.
Scoring Engine
Calculates all 5 RRI scores in real-time
POST /v2/scoring/calculateData Ingestion
ETL pipelines for 7+ external integrations
POST /v2/ingestion/triggerNotification Service
Multi-channel alerts, digests, and briefings
POST /v2/notifications/sendReport Generator
PDF/HTML executive briefings and audit reports
POST /v2/reports/generateAI Orchestrator
LLM prompt chains, RAG retrieval, response streaming
POST /v2/ai/chat/completionsAuth Service
SSO, RBAC, API keys, MFA, session management
POST /v2/auth/tokenDatabase Schema
PostgreSQL 16 with TimescaleDB for time-series analytics. ACID-compliant. Row-level security. Encrypted at rest.
id UUID PKname VARCHAR(255)settings JSONBcreated_at TIMESTAMPTZplan_tier VARCHAR(50)id UUID PKorg_id UUID FKemail VARCHAR(255) UNIQUErole VARCHAR(50)mfa_enabled BOOLEANid UUID PKorg_id UUID FKprovider VARCHAR(50)credentials_encrypted TEXTstatus VARCHAR(20)id UUID PKorg_id UUID FKscore_type VARCHAR(50)value DECIMAL(5,2)calculated_at TIMESTAMPTZid UUID PKorg_id UUID FKsource VARCHAR(100)status VARCHAR(30)response_time_ms INTEGERid UUID PKorg_id UUID FKscores JSONBrecommendations JSONBgenerated_at TIMESTAMPTZREST API v2
Versioned REST API behind Kong API Gateway. JWT authentication. Rate limiting. OpenAPI 3.1 spec. All endpoints return JSON with consistent error shapes.
Scoring
3 endpoints/v2/scoring/calculateRun all 5 RRI score calculations/v2/scoring/:orgId/historyRetrieve historical score trends/v2/scoring/:orgId/benchmarksIndustry-normalized benchmark comparisonIngestion
3 endpoints/v2/ingestion/triggerInitiate data pull from connected integrations/v2/ingestion/:jobId/statusCheck ETL job completion status/v2/ingestion/cache/:orgIdInvalidate and re-ingest cached dataAI
3 endpoints/v2/ai/chat/completionsStreaming AI Business Consultant™ chat/v2/ai/analysis/revenueAI-powered revenue opportunity analysis/v2/ai/recommendationsGenerate prioritized action recommendationsReports
3 endpoints/v2/reports/generateGenerate Executive Daily Briefing™ PDF/v2/reports/:reportIdRetrieve generated report/v2/reports/:orgId/scheduleView report delivery scheduleIntegration Strategy
Three-tier integration framework. OAuth 2.0 for native connections. Partner APIs. Universal connector for everything else.
Tier 1 — Native
Google Business Profile, Google Analytics, Google Ads, Meta Ads, Calendar (Google/Microsoft), CallRail/CallTrackingMetrics
OAuth 2.0 + API key auth. Real-time data sync. Webhook support for event streaming.
Tier 2 — Partner
Salesforce, HubSpot, Stripe, Shopify, Square, Mindbody
OAuth 2.0 auth. Near-real-time sync (5-min polling). Field mapping configuration UI.
Tier 3 — Universal
Any REST API, CSV upload, SFTP drop, webhook receiver
Custom connector framework. JSON Schema validation. Manual + scheduled ingestion.
Authentication & User Management
Enterprise-grade identity with SSO, RBAC, MFA, and fine-grained permissions.
Authentication Flow
Role-Based Access Control
User Lifecycle Management
Provisioning
- SCIM v2
- JIT from SSO
- Bulk CSV import
- API-driven invite
Session Control
- Configurable TTL
- Force logout
- Device tracking
- IP allowlisting
Audit Logging
- Every auth event
- Role changes
- Data exports logged
- SOC 2 audit trail
AI Workflow Framework
OpenAI GPT-4o powers the intelligence layer. LangChain for prompt orchestration. Pinecone for vector search. Every AI workflow is deterministic, auditable, and verifiable.
AI Pipeline Architecture
RAG Retrieval
Pinecone vector store. Top-K semantic search over org data. Re-ranked for relevance.
Structured Output
Function calling with JSON Schema. Response guaranteed parseable. Type-safe SDKs.
Streaming
Server-Sent Events + WebSocket. Token-by-token streaming. Sub-200ms first token.
Guardrails
Content safety filter. PII redaction. Business rule validation before delivery.
Deployment & Infrastructure
Edge-deployed frontend. Containerized backend. Infrastructure-as-code. Global CDN. Zero-downtime deployments.
Vercel Edge
AWS ECS
CI/CD & Observability
Schedule a Technical Architecture Review
Walk through the full architecture with our engineering team. Review the codebase, discuss integration requirements, and get a customized deployment plan for your organization.
TelegentAI™, Revenue Recovery Intelligence™, Competitive Revenue Intelligence™, Revenue Recovery Audit™, Revenue Recovery Score™, Lead Leakage Score™, Revenue At Risk™, Response Velocity Score™, Competitive Visibility Score™, Revenue Command Center™, Executive Daily Briefing™, Revenue Intelligence Consultant™, Multi-Location Command Center™, AI Business Consultant™, Winning Connections™, Converting Digital Traffic Into Revenue™, and related marks are proprietary intellectual property of TelegentAI. All rights reserved.