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AI Workflows

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What is AI workflow automation?

AI workflow automation is multi-step process automation where AI can draft or decide, deterministic validation checks constraints, human gates approve consequential actions when needed, then execution and observability record what ran — rather than letting a model act as an unchecked black box.

Engineering Evidence

Case Studies

Real architectural decisions and production trade-offs. We don't invent case studies — these are actual engineering records.

Technical Proof

How we build this

We don't invent case studies. Below are actual technical implementations and product records built by Vasiva that demonstrate this capability in production.

aimhabits

Vasiva Product Case Record

The Problem

Traditional finance apps track what already happened and treat every rupee as one pool.

Constraints

  • Starts with income
  • Three money pools
  • Deterministic allocation

Approach

A financial OS that separates money into Salary, Lump Sum, and Chit before spending.

Architecture

Web application with deterministic pool allocation algorithms and forecasting.

Implementation & Outcome

Canonical public description at vasiva.co/products/aimhabits. Dedicated demo host currently unavailable — do not cite dead demo URLs.

Empowers salaried professionals to make everyday money decisions with clarity.

Engineering Lessons

  • Plan before you spend
  • Separation of funds drives better behavior

first-reply

Vasiva Product Case Record

The Problem

Businesses need consistent first operational steps on inbound WhatsApp enquiries without replacing human conversations with a chatbot.

Constraints

  • Chrome + WhatsApp Web + Relay extension required
  • Not a CRM, bulk messenger, or autonomous sales agent
  • Prefer wa.vasiva.co for current capability claims

Approach

Chrome extension on WhatsApp Web that can acknowledge matching inbound messages, tag contacts, email the team, and log activity while humans continue the conversation.

Architecture

WhatsApp Web extension + Relay workspace surfaces (enquiry, activity, contacts, settings).

Implementation & Outcome

Canonical product site https://wa.vasiva.co/product. Parent /products/first-reply redirects there.

Pilot / publicly documented WhatsApp enquiry workflow product under the Vasiva Relay name.

Engineering Lessons

  • One canonical product name reduces AI entity confusion
  • Capability pages must state what the product is not
Frameworks

Original Vasiva decision assets

Vasiva Framework

AI Agent Production Readiness

When should an enterprise actually deploy an AI agent — and when should it use a workflow instead?

FAQ

About AI Workflows

AI workflows are multi-step automation systems where AI can draft, reason, or act, while state machines, deterministic verification, and human gates control what actually executes. AI is not treated as an uncontrolled black box.

Next Steps

Automate work without surrendering control?

Select engagements. You work with the engineers who ship Vasiva products.