# Manveen Singh

> Manveen Singh, automation engineer, Delhi, India. Every week has a job that's the same clicks, in the same order. I make it run by itself, the same way every time.

I spent a year automating lead-finding for an outbound agency, got good at it, got bored of it, and noticed the same missing piece everywhere: nobody measures whether the automation is right. So now I build the thing, and the test for the thing.

Delhi, India. UK working hours are my afternoon and evening, US mornings my evening.

My resume is under Resume below, as markdown, as JSON Resume and as the original PDF.

Every page here has a markdown copy at its own address plus .md (the home page's is /index.md), and /llms-full.txt has the resume, the home page and every post in one file.

The easiest way to reach me is email: manveen9650@gmail.com.

## Resume

- [Resume (markdown)](https://manveen.me/resume.md): every line of the PDF resume: AI & GTM Automation Engineer, Precise Leads and Caprae Capital Partners, projects, education, skills. Updated 2026-10-23.
- [Resume (JSON)](https://manveen.me/resume.json): the same resume in the JSON Resume schema (jsonresume.org)
- [Resume (PDF)](https://manveen.me/resume.pdf): the original file

## Pages

- [Home page](https://manveen.me/index.md): the whole home page as markdown, in page order: what I build, Tender Radar running every morning with its numbers, two jobs and my own projects, the three newest posts, how working with me goes, contact
- [Writing](https://manveen.me/writing.md): every post, newest first
- [Everything in one file](https://manveen.me/llms-full.txt): the resume, the home page and every post, inline

## Projects and work

- [Tender Radar](https://manveen.me/index.md): Government contract notices for cleaning, security and facilities work are spread across several UK websites. I wanted one script to read all of them every morning and sort out which ones each trade should bid on. Numbers: 113 mornings it has started on its own since 4 July 2026; last 40 days, 33 finished and 7 failed; sorts for 7 trades; 478 notices on file; 8 worth bidding and 64 worth a look out of 3,671 checks.
- [Outbound, built end to end](https://manveen.me/index.md): At Precise Leads, GTM automation engineer · Nov 2025 → now · remote. Finds the companies worth writing to and the right person at each, then writes emails that only say what the research found. Numbers: 0 contradicted claims in 300 drafted emails; 34,044 companies sorted in four days.
- [Resume screening, automated](https://manveen.me/index.md): At Caprae Capital Partners, Machine Learning Intern · Aug 2025 → Jan 2026 · US, remote. Reads incoming resumes, ranks the candidates, and books the interviews. Numbers: 10h → 3h screening per week; 5 → 1.5 days to a shortlist.
- [leadlens](https://manveen.me/index.md): My own project. Reads a job posting and tells you whether the AI role is real, dressed up, or a scam. Numbers: Out of 72 postings I checked by hand: 9 caught, 2 missed, 0 false alarms, 61 left alone.
- [PresentAI](https://manveen.me/index.md): My own project. Type a topic, get a first-draft slide deck you can edit.

## Writing

- [149 tests for a few Slack buttons](https://manveen.me/writing/149-tests-for-a-few-slack-buttons.md): My task tracker is a few Slack buttons and two n8n workflows. It has 149 tests. That's because my email scheduler once said Success every day for a week and sent nothing. (25 October 2026)
- [Marking the AI's homework](https://manveen.me/writing/marking-the-ais-homework.md): Can an AI fill in a price quote from an engineering drawing? I answered 23 real drawings myself first, then marked its work. Numbers: 7 of 419 answers wrong (1.7%); 316 of 326 right, where the drawing gives the value; 89 of 93 left blank, where it doesn't; 194 of 194 parts list fields right. (Marked 26 Sep 2026)
- [Things AI got confidently wrong](https://manveen.me/writing/things-ai-got-confidently-wrong.md): Pinned here so I don't forget them. Each one came back sounding sure of itself, and each one changed what I check. 25 May 2026, 0.95, fifty times; 7 Jul 2026, A blank deadline, read as fine; 11 Aug 2026, 12 of 12, and down for three weeks; 19 Sep 2026, POD matching, allegedly. (Last entry 19 Sep 2026)
- [How I caught my own AI test cheating, and why the lower score is the one I trust](https://manveen.me/writing/schema-as-eval-spec.md): My AI judge caught all 11 fake AI jobs in my test. My own notes in the test data were giving it the answers. Without them, it caught 9. (14 June 2026)

## Optional

- [Tender Radar code](https://github.com/Manveen07/tender-radar-showcase): the public showcase repo
- [Tender Radar video](https://www.loom.com/share/ed073589208c4e24a7543ba30b9d24dc): watch it work, under 5 minutes
- [PresentAI: See the code](https://github.com/Manveen07/PresentAI)
- [GitHub](https://github.com/Manveen07): Manveen's GitHub profile
- [LinkedIn](https://www.linkedin.com/in/manveen-singh-b9b7672a0): Manveen's LinkedIn profile
- [Calendar](https://calendly.com/manveen9650/30min): pick a time for a call