.// VERA AI

Intelligence that remembers, reasons, and writes code.

41 specialized AI personas. 4-layer memory architecture. Self-hosted models with zero data retention. Coding agents running in secure E2B sandboxes. This is enterprise AI that goes far beyond a chat window.

.// INTELLIGENCE INTERFACE

Reasoning at the speed of thought.

.// 41 PERSONAS

Specialized intelligence, not generic chat.

Each persona is purpose-built with domain-specific system prompts, tool access permissions, and knowledge boundaries. A finance advisor reasons differently than a code reviewer — because they should.

Advisory 8 personas

Strategic Advisor

Provides high-level business strategy recommendations based on market data and organizational goals.

Financial Analyst

Analyzes financial statements, forecasts revenue, and identifies cost-saving opportunities.

Sales Strategist

Optimizes pipeline management, deal prioritization, and quota attainment strategies.

Marketing Advisor

Guides campaign planning, audience segmentation, and marketing spend optimization.

HR Consultant

Advises on workforce planning, compensation benchmarking, and employee retention strategies.

Operations Analyst

Identifies process bottlenecks, recommends efficiency improvements, and monitors operational KPIs.

Risk Advisor

Assesses business risks across financial, operational, and compliance domains with mitigation plans.

Growth Strategist

Models growth scenarios, evaluates expansion opportunities, and tracks growth metrics.

Builder 10 personas

Full-Stack Developer

Generates end-to-end application code spanning frontend interfaces, backend services, and data layers.

Frontend Engineer

Builds responsive UI components, handles state management, and optimizes client-side performance.

Backend Engineer

Designs server-side logic, implements business rules, and manages service-to-service communication.

Database Architect

Creates schema designs, writes migration scripts, and optimizes query performance across databases.

API Designer

Designs REST and GraphQL APIs with proper versioning, authentication, and auto-generated documentation.

DevOps Engineer

Automates CI/CD pipelines, manages infrastructure-as-code, and configures deployment environments.

QA Engineer

Writes and executes test suites including unit, integration, and end-to-end tests in sandboxed environments.

Technical Writer

Generates API docs, architecture decision records, and user-facing documentation from code context.

System Architect

Designs scalable system topologies, evaluates technology trade-offs, and defines integration patterns.

Security Engineer

Scans code for vulnerabilities, enforces security best practices, and audits access control configurations.

Operator 11 personas

Invoice Processor

Extracts line items, matches invoices to purchase orders, and routes for approval or payment.

Ticket Triager

Classifies incoming support tickets by urgency and category, then assigns to the right team.

Onboarding Coordinator

Orchestrates new-hire onboarding tasks across HR, IT, and department managers automatically.

Compliance Monitor

Tracks regulatory deadlines, flags policy violations, and generates compliance status reports.

Report Generator

Builds formatted reports from live data across modules on a schedule or on-demand.

Data Entry Specialist

Validates, transforms, and loads structured data into the OS from external sources and uploads.

Scheduling Assistant

Coordinates meetings, manages calendar conflicts, and optimizes scheduling across time zones.

Document Processor

Parses contracts, extracts key terms, and indexes documents into the knowledge base for retrieval.

Notification Manager

Routes alerts and updates to the right people via Slack, Teams, email, or in-app notifications.

Workflow Executor

Runs multi-step automated workflows end-to-end, handling branching logic and error recovery.

Audit Trail Manager

Logs every agent action with reasoning chains and produces exportable audit records for reviews.

Research 6 personas

Market Researcher

Gathers and synthesizes market data, customer segments, and industry benchmarks into actionable briefs.

Competitive Analyst

Monitors competitor positioning, pricing changes, and product launches to inform strategic decisions.

Contract Reviewer

Analyzes contract language, flags risky clauses, and compares terms against organizational standards.

Policy Analyst

Reviews internal policies against regulatory requirements and recommends updates for compliance.

Data Scientist

Runs statistical analyses, builds predictive models, and surfaces data-driven insights from enterprise datasets.

Trend Forecaster

Identifies emerging patterns in market, financial, and operational data to project future trajectories.

Architecture 6 personas

Solution Architect

Designs end-to-end technical solutions that align system capabilities with business requirements.

Integration Architect

Plans API and data integration patterns between Vera and external enterprise systems.

Data Architect

Defines data models, governance rules, and storage strategies for structured and unstructured data.

Platform Architect

Evaluates platform scalability, defines infrastructure requirements, and guides technology selection.

Cloud Architect

Designs cloud-native deployment topologies with region selection, failover, and cost optimization.

Enterprise Architect

Maps organizational capabilities to technology systems and ensures alignment across departments.

.// MEMORY ARCHITECTURE

Four layers of memory. Zero amnesia.

Most AI tools forget everything between sessions. Vera maintains four distinct memory layers — from ephemeral session context to persistent organizational knowledge — so agents get smarter as your team uses them.

L1

Session Memory

Active conversation context. Maintains state within a single interaction — follow-up questions, multi-step tasks, and intermediate results. Cleared when the session ends.

L2

User Preferences

Persistent per-user context. Remembers your preferred formats, communication style, frequently accessed data, and custom shortcuts. Survives across sessions.

L3

Knowledge Base / RAG

Organization-wide knowledge. Documents, policies, runbooks, and institutional knowledge embedded and indexed for semantic retrieval. Shared across the organization with permission controls.

L4

Live OS Context

Real-time data from Vera OS. 920+ tables of live enterprise data — CRM records, financial transactions, support tickets, HR data — always current, always governed.

.// CODING AGENTS

AI that writes, tests, and deploys code.

Vera's Builder personas do not just suggest code — they execute it. 6 E2B sandboxed environments provide isolated runtime for code generation, testing, database migrations, API development, and deployment automation.

Code Generation

Generate production-quality code from natural language specs. Full-stack: frontend, backend, database schemas, and API endpoints.

E2B Sandboxed

Test Execution

Write and run test suites in sandboxed environments. Unit tests, integration tests, and E2E tests — validated before merge.

E2B Sandboxed

Database Migrations

Generate and validate migration scripts with rollback strategies. Preview schema changes before applying to production.

E2B Sandboxed

API Development

Design, implement, and document REST and GraphQL APIs. Auto-generate OpenAPI specs and client SDKs.

E2B Sandboxed

Infrastructure as Code

Generate Terraform, CloudFormation, and Kubernetes manifests from requirements. Validated in sandbox before apply.

E2B Sandboxed

Code Review

Automated review of pull requests with security scanning, performance analysis, and best-practice recommendations.

E2B Sandboxed

.// MCP + FLUX

Connected intelligence. Open protocol.

Every AI persona connects to enterprise systems through the Model Context Protocol. Tools, data sources, and action surfaces are discovered dynamically — making Vera AI extensible without code changes.

MCP Tool Discovery

Personas discover available tools at runtime. When you add a new integration, every relevant persona gains access automatically — governed by permission policies.

CRM tools: read contacts, update deals, create tasks
Finance tools: query transactions, generate reports
Support tools: create tickets, search knowledge base
Custom tools: your MCP servers, same governance

Flux Event Stream

Real-time event streaming connects AI personas to live system events. When a new invoice arrives, a deal closes, or a ticket escalates — the relevant persona is notified and can act.

Invoice received → Finance Analyst notified
Deal stage changed → Sales Strategist updates forecast
Ticket escalated → Support persona prepares context
Compliance deadline → Risk Advisor generates report

.// SELF-HOSTED MODELS

Your models. Your infrastructure. Zero lock-in.

Vera AI runs on self-hosted Qwen 3.5-9B by default, with Claude API as an opt-in fallback. Your data never leaves your infrastructure. No vendor lock-in. No training on your data. Full model portability.

Primary — Live

Qwen 3.5-9B

Self-hosted inference. Handles 90%+ of requests. Zero external API calls. Full data sovereignty.

Fallback — Opt-in

Claude API

For complex reasoning beyond 9B capabilities. Zero-retention API. Enabled per-workspace by admin.

Roadmap

Vera-Engine-9B

Custom fine-tuned model for enterprise operations. Optimized for structured data reasoning and workflow execution.

Intelligence at enterprise scale.

The only AI layer built on a real operations OS — not bolted onto a chatbot framework.

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