01. Agent Engineering
Designing autonomous agents that plan, call tools, recover from failure, and ship work without a human babysitter. From single agents to orchestrated multi-agent pipelines.
- LangGraph
- CrewAI
- OpenAI Agents
- n8n
- Pydantic AI
You're Only WebSavvy
One Man Army
I work across the full stack — AI, SaaS, SEO, AEO, Social and Automation. Scroll to flip through.
Designing autonomous agents that plan, call tools, recover from failure, and ship work without a human babysitter. From single agents to orchestrated multi-agent pipelines.
Full-stack SaaS products built with AI pair-programming — auth, billing, dashboards, and real users. From whiteboard to production in days, not quarters.
Technical SEO, content architecture, Core Web Vitals, schema markup, and backlink strategy that moves rankings and keeps them there. Built for compounding returns.
The next frontier of organic. Optimising content to be cited and surfaced by ChatGPT, Perplexity, Gemini and Google AI Overviews. E-E-A-T, entity building and structured data.
Audience-building, content calendars, organic growth and paid social that converts. Strategy grounded in data — not just posting and praying.
Hybrid retrieval systems, smart chunking, re-rankers, and eval harnesses that turn your knowledge base into a reliable AI brain — without hallucinations.
Connecting tools, APIs, browsers, and humans into one loop. Cron, queues, retries, observability — the boring infrastructure that makes AI feel effortlessly magical.
System prompts, few-shot examples, structured output, jailbreak hardening, and evals that catch regressions before users do. Turn fuzzy intent into reliable, measurable output.
Designing autonomous agents that plan, call tools, recover from failure, and ship work without a human babysitter. From single agents to orchestrated multi-agent pipelines.
Full-stack SaaS products built with AI pair-programming — auth, billing, dashboards, and real users. From whiteboard to production in days, not quarters.
Technical SEO, content architecture, Core Web Vitals, schema markup, and backlink strategy that moves rankings and keeps them there. Built for compounding returns.
The next frontier of organic. Optimising content to be cited and surfaced by ChatGPT, Perplexity, Gemini and Google AI Overviews. E-E-A-T, entity building and structured data.
Audience-building, content calendars, organic growth and paid social that converts. Strategy grounded in data — not just posting and praying.
Hybrid retrieval systems, smart chunking, re-rankers, and eval harnesses that turn your knowledge base into a reliable AI brain — without hallucinations.
Connecting tools, APIs, browsers, and humans into one loop. Cron, queues, retries, observability — the boring infrastructure that makes AI feel effortlessly magical.
System prompts, few-shot examples, structured output, jailbreak hardening, and evals that catch regressions before users do. Turn fuzzy intent into reliable, measurable output.
I work with founders, product teams, and ambitious operators. I set one goal, cut noise, and ship. When the job is done, the result is live and measured, not just designed.
A few words about how I work, who I work with, and what to expect.
Computer Science engineer turned MBA, turned AI builder. Six years across IT, hospitality tech and product — now fully focused on the seam between AI, organic growth and SaaS. I have managed 15+ client events a week at Marriott London, debugged enterprise AV stacks at Taj Hotels, and built the self-learning instinct that makes me dangerous with a new problem and a blank canvas. If your product needs to think, rank, grow or ship — let us talk.

A short list of recent projects. NDA-friendly summaries — full case studies on a call.
AI concierge and ops layer for hotel events — auto-generates run-of-show documents, flags AV conflicts, and briefs staff. Built from 2+ years running 15+ weekly events at Marriott Canary Wharf.
AI-powered SEO and AEO audit tool. Crawls your site, identifies technical gaps, generates structured-data fixes, and produces AEO content briefs formatted for AI citation.
AI content calendar and campaign scheduler. Generates platform-native posts from a topic brief, learns your brand voice over time, and measures what converts vs. what just gets likes.
Drag-and-drop agent builder for non-technical teams. Connects AI models, APIs, and data sources in one canvas. Built for operators who need automation without the engineering ticket.
A few thoughts from people who've worked with me. Hover any column to pause.
Suraj turned our vague brief into a shipped product in under three weeks. Rare combination of strategic clarity and hands-on execution.
His SEO work compounded faster than anything we had seen. Rankings up, traffic up, and the AEO angle meant we started showing in AI summaries within weeks.
Best AI generalist I have hired. Reads the right papers, ships on weekdays. He took our agent from 61% to 93% task accuracy in his first four weeks.
I gave Suraj a blank canvas on social. Three months later we had a real audience, a repeatable content engine, and our first inbound enterprise leads from LinkedIn.
Built our RAG system end-to-end and then handed over clean documentation. Engineers actually wanted to maintain it — that never happens.
His hospitality background shows up in unexpected ways. He thinks about end users like they are guests, not just conversion metrics. The product is genuinely better for it.
Came in for a two-week SEO sprint, spotted an AEO opportunity no one on the team had heard of, and we have been ranking in AI Overviews ever since.
He explains LLM tradeoffs in plain English to non-technical founders. We made better product decisions in one afternoon with him than in months of reading blog posts.
Suraj turned our vague brief into a shipped product in under three weeks. Rare combination of strategic clarity and hands-on execution.
His SEO work compounded faster than anything we had seen. Rankings up, traffic up, and the AEO angle meant we started showing in AI summaries within weeks.
Best AI generalist I have hired. Reads the right papers, ships on weekdays. He took our agent from 61% to 93% task accuracy in his first four weeks.
I gave Suraj a blank canvas on social. Three months later we had a real audience, a repeatable content engine, and our first inbound enterprise leads from LinkedIn.
Built our RAG system end-to-end and then handed over clean documentation. Engineers actually wanted to maintain it — that never happens.
His hospitality background shows up in unexpected ways. He thinks about end users like they are guests, not just conversion metrics. The product is genuinely better for it.
Came in for a two-week SEO sprint, spotted an AEO opportunity no one on the team had heard of, and we have been ranking in AI Overviews ever since.
He explains LLM tradeoffs in plain English to non-technical founders. We made better product decisions in one afternoon with him than in months of reading blog posts.
I gave Suraj a blank canvas on social. Three months later we had a real audience, a repeatable content engine, and our first inbound enterprise leads from LinkedIn.
Built our RAG system end-to-end and then handed over clean documentation. Engineers actually wanted to maintain it — that never happens.
His hospitality background shows up in unexpected ways. He thinks about end users like they are guests, not just conversion metrics. The product is genuinely better for it.
Came in for a two-week SEO sprint, spotted an AEO opportunity no one on the team had heard of, and we have been ranking in AI Overviews ever since.
He explains LLM tradeoffs in plain English to non-technical founders. We made better product decisions in one afternoon with him than in months of reading blog posts.
Suraj turned our vague brief into a shipped product in under three weeks. Rare combination of strategic clarity and hands-on execution.
His SEO work compounded faster than anything we had seen. Rankings up, traffic up, and the AEO angle meant we started showing in AI summaries within weeks.
Best AI generalist I have hired. Reads the right papers, ships on weekdays. He took our agent from 61% to 93% task accuracy in his first four weeks.
I gave Suraj a blank canvas on social. Three months later we had a real audience, a repeatable content engine, and our first inbound enterprise leads from LinkedIn.
Built our RAG system end-to-end and then handed over clean documentation. Engineers actually wanted to maintain it — that never happens.
His hospitality background shows up in unexpected ways. He thinks about end users like they are guests, not just conversion metrics. The product is genuinely better for it.
Came in for a two-week SEO sprint, spotted an AEO opportunity no one on the team had heard of, and we have been ranking in AI Overviews ever since.
He explains LLM tradeoffs in plain English to non-technical founders. We made better product decisions in one afternoon with him than in months of reading blog posts.
Suraj turned our vague brief into a shipped product in under three weeks. Rare combination of strategic clarity and hands-on execution.
His SEO work compounded faster than anything we had seen. Rankings up, traffic up, and the AEO angle meant we started showing in AI summaries within weeks.
Best AI generalist I have hired. Reads the right papers, ships on weekdays. He took our agent from 61% to 93% task accuracy in his first four weeks.
Came in for a two-week SEO sprint, spotted an AEO opportunity no one on the team had heard of, and we have been ranking in AI Overviews ever since.
He explains LLM tradeoffs in plain English to non-technical founders. We made better product decisions in one afternoon with him than in months of reading blog posts.
Suraj turned our vague brief into a shipped product in under three weeks. Rare combination of strategic clarity and hands-on execution.
His SEO work compounded faster than anything we had seen. Rankings up, traffic up, and the AEO angle meant we started showing in AI summaries within weeks.
Best AI generalist I have hired. Reads the right papers, ships on weekdays. He took our agent from 61% to 93% task accuracy in his first four weeks.
I gave Suraj a blank canvas on social. Three months later we had a real audience, a repeatable content engine, and our first inbound enterprise leads from LinkedIn.
Built our RAG system end-to-end and then handed over clean documentation. Engineers actually wanted to maintain it — that never happens.
His hospitality background shows up in unexpected ways. He thinks about end users like they are guests, not just conversion metrics. The product is genuinely better for it.
Came in for a two-week SEO sprint, spotted an AEO opportunity no one on the team had heard of, and we have been ranking in AI Overviews ever since.
He explains LLM tradeoffs in plain English to non-technical founders. We made better product decisions in one afternoon with him than in months of reading blog posts.
Suraj turned our vague brief into a shipped product in under three weeks. Rare combination of strategic clarity and hands-on execution.
His SEO work compounded faster than anything we had seen. Rankings up, traffic up, and the AEO angle meant we started showing in AI summaries within weeks.
Best AI generalist I have hired. Reads the right papers, ships on weekdays. He took our agent from 61% to 93% task accuracy in his first four weeks.
I gave Suraj a blank canvas on social. Three months later we had a real audience, a repeatable content engine, and our first inbound enterprise leads from LinkedIn.
Built our RAG system end-to-end and then handed over clean documentation. Engineers actually wanted to maintain it — that never happens.
His hospitality background shows up in unexpected ways. He thinks about end users like they are guests, not just conversion metrics. The product is genuinely better for it.
Quick answers to the things I get asked most.
Share the goal, a link, budget range, and when you want to start. I reply within 24 hours.