PRODUCT_ARCHITECTURE: HOW IT WORKS

HOW AI AGENTSEXECUTE.

Not an assistant. An autonomous executor. 5-stage execution loop, 1000+ integrations, human oversight built in.

5-stage autonomous loop1000+ integrations90-day deployment
Autonomous AI Agent Execution LoopRUNNING
01
Input: Goal received from enterprise system
Trigger from Workday, Greenhouse, Salesforce, or manual input
02
Reasoning: Agent builds execution plan
Contextual reasoning across tools, data, and role requirements
03
Execution: Tasks completed autonomously
Screening · Interviewing · Coaching · Updating · Reporting
04
Observe: Output monitored and validated
Quality checks · Exception detection · Human escalation if needed
05
Deliver: Results synced to enterprise systems
ATS updated · Reports sent · CRM logged · Loop restarts
5
Stage autonomous AI agent execution loop: Input to Deliver
1000+
Enterprise app integrations: CRM, ATS, HRIS, communication platforms
0
Data retention: your enterprise data never trains SarvaX.ai models
90
Day structured deployment: from pilot kickoff to full agent go-live
Execution Architecture

The 5-stage loop that separates autonomous AI agents from AI assistants

AI assistants generate outputs: humans still have to act on them. SarvaX.ai agents plan, execute, observe, and deliver: end to end.

01 Input
Goal received from enterprise system or trigger
→
02 Reasoning
Agent builds contextual execution plan
→
03 Execution
Tasks completed autonomously across tools
→
04 Observe
Output validated: exceptions escalated
→
05 Deliver
Results synced to your enterprise systems
ARCHITECTURE · 01

Goal-oriented autonomous execution

  • ✓One goal triggers a complete end-to-end pipeline
  • ✓JD generation → screening → interviews → scoring → ATS sync
  • ✓Adapts when circumstances change: no developer reprogramming
  • ✓No rule-based scripts · No manual handoffs for routine tasks
ARCHITECTURE · 02

Adaptive reasoning: not rigid rules

  • ✓RPA breaks on process change: SarvaX.ai adapts in context
  • ✓Handles unstructured tasks: AI interviews, coaching, multi-step decisions
  • ✓No predefined scripts · Reasons through variation autonomously
  • ✓One architecture covers HR, L&D, talent acquisition, and operations
ARCHITECTURE · 03

Human-in-the-loop by design

  • ✓Configurable human checkpoints at every critical decision point
  • ✓Senior hires, compliance flags, edge cases: always escalated correctly
  • ✓Full governance controls for procurement, IT, and HR leaders
  • ✓Designed for regulated industries and complex enterprise structures
Why SarvaX.ai

Autonomous AI agents vs. AI assistants vs. RPA

Three categories. One clear winner: across every dimension that matters for enterprise procurement.

Category A
AI Assistants & Copilots
Generates suggestions; requires human action at every step
✕Executes tasks end to end without human prompting
✕Conducts asynchronous AI interviews autonomously
◐Processes unstructured inputs (resumes, coaching notes)
✕Updates ATS, CRM, and HRIS without manual entry
✕Operates multi-agent pipelines across business functions
◐Adapts to changing workflows and process variations
✕Delivers quantified enterprise AI ROI with hard 90-day targets
SarvaX.ai
Autonomous AI Agents
Purpose-built enterprise AI agents that execute end to end
✓Full autonomous task execution: no human required for routine steps
✓Asynchronous AI interviews: multilingual, 24/7, auto-scored
✓Handles unstructured data: resumes, performance reviews, coaching inputs
✓Native ATS, CRM, and HRIS sync: Greenhouse, Workday, Salesforce
✓Multi-agent orchestration across HR, coaching, and operations functions
✓Adaptive reasoning: adapts to process changes without reprogramming
✓Hard ROI targets agreed on day one: full report at 90 days
Category C
RPA & Rule-Based Automation
Rigid scripts: break when processes change
◐Executes structured, rule-based tasks only
✕Cannot conduct unstructured AI interviews or coaching sessions
✕Breaks on unstructured or variable process inputs
◐ATS and CRM sync: requires custom scripting per system
✕No multi-agent coordination or cross-function intelligence
✕Fails silently on variation: requires constant developer maintenance
✕No structured enterprise AI ROI framework or pilot program
Multi-Agent Orchestration

One enterprise process. Multiple autonomous AI agents working in concert.

Complex processes need multiple specialized agents working together. Supervisor agent delegates, coordinates, and manages all sub-agents.

Supervisor agent coordination

  • ✓Master orchestrator delegates to specialized sub-agents
  • ✓JD generation · screening · interviewing · scoring · sync
  • ✓Each sub-agent autonomous: supervisor maintains full pipeline context

Shared memory and enterprise context

  • ✓Shared context: candidate history, interview transcripts, ATS records
  • ✓Zero information loss at agent handoffs
  • ✓Every agent builds on previous work: no re-processing

Enterprise governance and compliance controls

  • ✓RBAC enforced at every pipeline layer
  • ✓Full audit trail for every autonomous AI agent action
  • ✓GDPR · SOC2 Type II · HIPAA: across every agent and pipeline

Intelligent exception handling and escalation

  • ✓Compliance flags and edge cases auto-routed to the right human
  • ✓Full pipeline context preserved during human review
  • ✓Autonomous execution resumes immediately after exception is resolved
Multi-Agent HR PipelineRUNNING
S
Supervisor Agent: Orchestrating
Managing full pipeline · 4 agents active
Active
1
JD Generation Agent
Senior PM role · 8 skills mapped · Ready
Done
2
Resume Screening Agent
148 screened · 12 shortlisted · Cognitive rank
Done
3
Async Interview Agent
7/12 completed · Multilingual · Running 24/7
Live
Human Checkpoint: Hiring Manager Review
Top 3 candidates · Awaiting approval to proceed
Pending
4
ATS Sync Agent: Greenhouse
Auto-update queued · Zero manual entry
Queued
Agent Library

Purpose-built enterprise AI agents for every business function

Purpose-built for each function. Integrated with your stack. Hard ROI targets from day one.

AI HR Agent · Live Now

AI HR Automation Agent

  • ✓Automates the full talent acquisition pipeline
  • ✓Reduces time-to-hire and cost-per-hire
  • ✓Zero manual entry: ATS synced automatically
✓AI job description generation with skill mapping
✓AI-powered resume screening and cognitive candidate ranking
✓Asynchronous AI interviews: multilingual, 24/7, auto-scored
✓Candidate evaluation reports with audio/video transcripts
✓ATS auto-sync: Greenhouse, Workday, iCIMS, and more
AI Coaching Agent · Live Now

AI Enterprise Coaching Agent

  • ✓AI coaching for every employee: not just senior leaders
  • ✓Zero marginal cost per session · Available 24/7
  • ✓Scales L&D without growing headcount or budget
✓Sales performance, leadership, and interview prep coaching
✓Adapts to individual performance history and role context
✓Available 24/7: no scheduling friction or session limits
✓Manager insights and L&D team-level progress reporting
✓Zero marginal cost per AI coaching session at any workforce scale
AI Sales Agent · Coming Soon

AI Sales Automation Agent

  • ✓Automates pipeline management and lead qualification
  • ✓Reps focus on closing: not CRM admin
  • ✓Native Salesforce and HubSpot integration
✓Autonomous lead scoring and qualification
✓Personalized follow-up sequence execution
✓CRM auto-update: Salesforce and HubSpot native
✓Pipeline forecast accuracy improvement via AI
AI Operations Agent · Coming Soon

AI Operations Automation Agent

  • ✓Automates project coordination and status reporting
  • ✓Ops teams focus on strategy: not coordination overhead
  • ✓Jira and Slack native integration
✓Automated project status reporting and escalation
✓Cross-team workflow coordination via Jira and Slack
✓Operations data synthesis and executive reporting
✓Intelligent exception detection and routing
AI Finance Agent · Coming Soon

AI Finance Process Agent

  • ✓Automates invoices, reconciliation, and expense reporting
  • ✓Built-in compliance checks for regulated industries
  • ✓Full audit trails · ERP integrations
✓Automated invoice processing and reconciliation
✓Expense report validation and compliance checks
✓Financial data synthesis with full audit trails
✓ERP and accounting platform integrations
AI Support Agent · Coming Soon

AI Customer Support Agent

  • ✓Resolves tier-1 and tier-2 tickets autonomously
  • ✓Escalates with full conversation context: no data loss
  • ✓Native CRM and ticketing system integration
✓Autonomous tier-1 and tier-2 support resolution
✓Intelligent escalation with full conversation context
✓CRM and ticketing system native integration
✓Customer satisfaction tracking and AI-generated reporting
Security & Compliance

Enterprise-grade AI security. Your data. Your control. Full compliance. Always.

Built to pass enterprise procurement from day one: not retrofitted after the fact.

Data Privacy & Sovereignty

  • ✓Your data never trains SarvaX.ai models
  • ✓Full data sovereignty · IP stays yours
  • ✓GDPR · SOC2 Type II · DPA agreements available

Role-Based Access Control (RBAC)

  • ✓Granular RBAC at every platform layer
  • ✓Role-scoped access: HR, recruiters, L&D, IT, execs
  • ✓Full permission audit logs for compliance review

Compliance Ready: All Industries

  • ✓SOC2 Type II · HIPAA · GDPR: documentation available
  • ✓Covers financial services, healthcare, and regulated industries
  • ✓DPA agreements and security questionnaire on request

Full Audit Trails: Nothing Black-Box

  • ✓Every agent action timestamped, traceable, exportable
  • ✓Complete audit trail for legal and compliance review
  • ✓Nothing black-box: full transparency at every execution layer
AES-256 Encryption at RestTLS 1.3 in TransitSOC2 Type IIHIPAA CompliantRBAC Access ControlZero Data Retention
Product FAQ

Questions enterprise buyers ask about autonomous AI agents

Technical, procurement, and strategic answers about SarvaX.ai and enterprise AI agent deployment: for IT leaders, HR executives, and procurement teams.

What is an autonomous AI agent: and how is it different from an AI assistant or copilot?▾
  • ✓Powered by LLMs: executes tasks end to end without human prompting
  • ✓AI assistants generate suggestions: humans still act. SarvaX.ai agents act directly
  • ✓Actions: screen candidates · conduct AI interviews · run coaching · update CRM/ATS
  • ✓Humans involved only at configured governance checkpoints
How is SarvaX.ai different from RPA automation tools like UiPath or Automation Anywhere?▾
  • ✓RPA uses rigid scripts: breaks on process change, needs constant maintenance
  • ✓SarvaX.ai reasons through variation: adapts without reprogramming
  • ✓RPA can't handle unstructured tasks (interviews, coaching): SarvaX.ai can
  • ✓1000+ native integrations: no custom scripting per system
What is multi-agent orchestration and why does it matter for enterprise AI deployments?▾
  • ✓Multiple specialized agents coordinating on one business process
  • ✓Each agent owns its domain: supervisor manages handoffs and context
  • ✓Enforces governance rules, handles exceptions, triggers human checkpoints
  • ✓Automates entire workflows: not just individual tasks
How long does it take to deploy a SarvaX.ai enterprise AI agent?▾
  • ✓Weeks 1–2: Discovery: map workflow, agree on KPIs, define success criteria
  • ✓Weeks 3–8: Configure & connect: agent built, integrated via 1000+ connectors, tested
  • ✓Weeks 9–12: Go live: weekly tracking, performance dashboards, ROI report at day 90
  • ✓No open-ended timelines · Every milestone agreed before we begin
Is SarvaX.ai SOC2 Type II and HIPAA compliant for enterprise and regulated industry use?▾
  • ✓✓ AES-256 at rest · TLS 1.3 in transit
  • ✓✓ SOC2 Type II · HIPAA · GDPR: documentation available
  • ✓✓ RBAC with granular permission audit logs
  • ✓✓ Zero data retention: your data never trains our models
Which enterprise applications does SarvaX.ai integrate with?▾
  • ✓1000+ integrations: native, push API, and web history connectors
  • ✓CRM: Salesforce, HubSpot · ATS: Greenhouse, Lever, iCIMS, Workday
  • ✓HRIS: Workday, BambooHR, SAP SuccessFactors · PM: Jira, Asana
  • ✓Comms: Slack, Microsoft Teams, Google Workspace · + hundreds more
What enterprise AI ROI can we expect from a SarvaX.ai AI agent deployment?▾
  • ✓40%+ reduction in manual HR and recruitment task overhead
  • ✓60+ hours saved per enterprise employee annually
  • ✓3× faster business process execution vs manual workflows
  • ✓ROI scope and KPIs agreed on day one: before any agent is deployed
90-Day Pilot

The enterprise AI agent platform that executes : not just assists.

Every engagement starts with a structured 90-day pilot: defined scope, agreed success metrics, and a full ROI report at the end.

✓One enterprise AI agent deployment: fully configured to your HR, coaching, or operations workflows
✓Integration with your existing enterprise tools via 1000+ native connectors: zero disruption to your current stack
✓Weekly performance check-ins with live shared dashboards and milestone tracking
✓Comprehensive enterprise AI ROI report at day 90: time saved, cost-per-hire reduced, coaching coverage expanded

Limited spots per quarter. Enterprise clients only.

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