AI Implementation Partner

From pilot to production — faster than you think possible.

Mindworks Tech helps growth-stage companies and mid-market enterprises move AI from idea to working system. We bring executive-level business judgment and hands-on delivery under one roof.

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20+
Years building &
scaling tech organizations
100+
Engineers led
across global teams
$20M
Program portfolio
managed with P&L ownership
50%
Avg. cost reduction
on agentic AI deployments

The operator who can also build

Most AI consultants are either strategic advisors who can't write code, or engineers who can't run a P&L. We're neither — and that gap is exactly where clients keep getting stuck.

Mindworks Tech brings the rare combination of 20+ years of enterprise leadership with hands-on AI delivery expertise. We've built products from 0 to 1, managed 100-person global teams, set up offshore engineering units, and shipped production agentic AI systems.

  • 01
    Full-Stack Operator DNA
    P&L ownership, 0→1 product builds, 100+ person org leadership, and hands-on agentic AI delivery — in one engagement.
  • 02
    EdTech, FinTech & Enterprise SaaS Depth
    Real delivery experience in your vertical, not slide-deck familiarity. We know the compliance requirements, the stakeholder dynamics, the gotchas.
  • 03
    Offshore Execution Expertise
    We've built and run offshore engineering units in India twice, achieving 50% cost reductions. We can set yours up and run it.
  • 04
    Governance Built In, Not Bolted On
    Every system we ship includes evaluation frameworks, risk guardrails, and responsible AI practices — from day one, not as an afterthought.
  • 05
    Change Management DNA
    We've run SAFe transformations and built internal AI fluency inside organizations. Most AI firms skip this. We don't.
VA
Vishvesh Avashia
Founder & Principal

20+ years leading technology and product organizations across EdTech, FinTech, and enterprise SaaS. Former Director of Enterprise Platforms at LearningMate (managing $20M programs, 100+ engineers), Co-Founder of Sprngy (AI-first investment research platform), and Director at Big Analytixs. Based in Alpharetta, GA.

Agentic AI LLM Systems EdTech FinTech Cloud (AWS · Azure) Offshore Setup AI Governance SAFe / Agile

Five ways we
create value

Every engagement is designed around measurable business outcomes — not billable hours or technology for its own sake.

🎯
Fractional AI & Technology Leadership

Embedded CTO or VP-level AI leadership for growth-stage companies that need executive-caliber judgment without a full-time hire. Strategy, architecture, team oversight — delivered part-time.

🔎
AI Readiness & Use Case Sprints

A fixed-scope 2–4 week engagement: assess your current state, identify 3–5 high-ROI AI use cases, and deliver a prioritized roadmap with build/buy/partner recommendations and technical feasibility.

🤖
Agentic AI Implementation

Production-grade multi-agent systems for content operations, sales intelligence, support automation, and knowledge management. Not prototypes — deployed, monitored, governed systems that run.

🌏
Offshore Team Setup & AI Enablement

End-to-end offshore AI/tech team establishment — hiring playbooks, governance models, and AI tooling for distributed teams. We've done this twice with documented 50% cost reduction.

🛡️
AI Governance & Responsible AI

Operational governance frameworks — not policy documents. Evaluation metrics, risk frameworks, transparency practices, and compliance-ready AI deployment protocols built for real enterprise environments.

💬
Not sure where to start?

Most clients begin with an AI Readiness Sprint — a low-risk, high-value way to find the right entry point and build internal confidence before committing to larger investment.

Book a Discovery Call

Agentic AI in
production

A live system, not a slide deck. Here's what we built and what it delivers every weekday.

Case Study · FinTech / Investment Research
Automated Daily Market Intelligence Newsletter — Sprngy

A fully autonomous multi-agent pipeline that ingests live market data, identifies macro themes, generates editorial commentary, and publishes to 2,000+ subscribers — every weekday, with a 10-minute human review window.

50%
Cost reduction vs. manual workflow
70%
Faster turnaround time
2K+
Active subscribers
Agent Architecture
📡
Data Agent
Live market feeds, indices, movers
🔍
Research Agent
Theme ID & signal extraction
✍️
Writing Agent
LLM-powered narrative
📐
Format Agent
Layout & brand assembly
🚀
Delivery Agent
Web + email to subscribers

From discovery to
deployed

01
Discovery & Alignment
We map your current state, your business goals, and where AI can generate measurable ROI. We assess technical feasibility and stakeholder readiness — not just business desirability.
02
Use Case Prioritization
We identify the 3–5 highest-value AI opportunities and rank them by ROI potential, implementation complexity, and organizational readiness. You get a clear, defensible roadmap.
03
Build & Iterate
We design and build production-ready agentic systems with evaluation frameworks and governance guardrails baked in from the start. No prototypes that die in staging.
04
Deploy & Enable
We operationalize the solution into your existing workflows and train your team to run it. We measure against the KPIs we set in Discovery — and we share the results.
05
Govern & Optimize
Post-launch monitoring, model evaluation, and iteration based on real usage data. AI systems degrade without oversight — we build the practices to keep them performing.
What makes our engagements different
  • We assess technical feasibility alongside business value — not just "is this a good idea" but "can this actually be built and maintained at your maturity level"
  • Every system ships with an evaluation framework — you always know if it's working
  • We build governance into the architecture, not as a compliance afterthought
  • We transfer knowledge to your team — you're not dependent on us to operate what we build
  • We speak both languages: C-suite strategy and engineering implementation
  • Offshore team options available to reduce delivery costs by 30–50% without sacrificing quality

"Most AI consulting projects fail because governance and change management are treated as optional. We've seen this from both sides — as operators and as builders. That's why we made them non-negotiable."

— Vishvesh Avashia, Founder

Practical AI — no hype

Straight-talk on AI implementation, agentic systems, and what actually works in production. Published on Hashnode.

Let's move your
AI from pilot to production

Most engagements start with a 30-minute discovery call — no pitch deck, just a conversation about your situation and where AI can create real value.

Start a conversation

We respond within one business day.