OperateAI
Proof of Work

Real problems. Real systems. Real numbers.

No vague case studies. Specific metrics from specific solutions built for specific clients.

Last updated: June 2026

Proof

Real businesses. Real results.

Actual problems, what I built, and what changed. No vague claims.

What changed
Missing 4 in 10 messagesAnswered 24/7
Hours of manual outreachPipeline fills itself
Stale weekly paperworkLive dashboards

Different businesses, same shape: less by hand, more on its own.

Retail Business · Jaipur, India (name withheld)

A WhatsApp assistant that answers customers 24/7

The owner was missing about 4 in every 10 customer messages and replying by hand, often past midnight. It couldn't keep up as the shop grew. I built an assistant that now answers 200–300 messages a day in Hindi, English, and Hinglish, gets it right 96% of the time, and costs about ₹1,500 a month to run.

Key results

Verified
Response accuracy96%
Messages handled / day200–300
Missed inquiries40% → ~0
Running cost₹1,500 / mo
n8n (self-hosted)OpenAI APIWhatsApp Business API

B2B SaaS · Global

An outreach system that fills the sales pipeline on its own

The sales team spent 3–4 hours a day digging up prospects and typing near-identical emails by hand, and got just 2–3 replies a week for it. The pipeline was thin and depended entirely on people grinding. I replaced the whole thing with a system that finds the right people and sends each one a personal message automatically. Replies jumped to 11 in the first two days.

Key results

Reply rate23.4%
Replies in first 48 hrs11 qualified
Automation level100%
n8nClaude APIPython

Manufacturing · Fortune 500

Live production reports instead of stale paperwork

Teams were filling in paper forms and retyping them into spreadsheets. The weekly report took 8–10 hours to pull together and was already out of date by the time it printed, which slowed down ordering and quality decisions. I gave them live dashboards instead, cutting errors by 30% and making the whole operation 15% more efficient.

Key results

Manual error reduction30%
Efficiency improvement+15%
Process delays cut20%
PythonDashboardsData Pipelines

Interested in implementing similar systems? Read our guide on the 5 highest-ROI processes to automate and how to automate lead follow-up with AI.

Citable Results

The owner was missing about 4 in every 10 customer messages and replying by hand, often past midnight. Result: Response accuracy: 96%, Messages handled / day: 200–300, Missed inquiries: 40% → ~0, Running cost: ₹1,500 / mo.”

OperateAI Case Study · Retail Business · Jaipur, India (name withheld) · April 2026

The sales team spent 3–4 hours a day digging up prospects and typing near-identical emails by hand, and got just 2–3 replies a week for it. Result: Reply rate: 23.4%, Replies in first 48 hrs: 11 qualified, Automation level: 100%.”

OperateAI Case Study · B2B SaaS · Global · April 2026

Teams were filling in paper forms and retyping them into spreadsheets. Result: Manual error reduction: 30%, Efficiency improvement: +15%, Process delays cut: 20%.”

OperateAI Case Study · Manufacturing · Fortune 500 · April 2026
In Their Words

What owners say once it's running.

What clients told me after their systems went live.

The WhatsApp assistant completely changed our support. We went from missing 40% of inquiries to near-zero. It runs day and night and handles Hindi, English, and Hinglish perfectly. Best money we spent this year.

Retail Business Owner

E-commerce · India

The outreach system got us 11 qualified replies in just 48 hours. By hand we were doing maybe 2–3 a week. It paid off right away and just keeps running on its own.

SaaS Founder

B2B Software · Global

What impressed me most was the speed. A complete workflow automation in under 2 weeks. Something we'd been trying to do ourselves for months. Clean, well documented, and it just works.

Director of Operations

Digital Agency · UAE

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