Jobs · fellowships · accelerators · PhDs
Flow reads the official page and your CV the way a recruiter would: what they weigh, what you already have, and what is missing. Two minutes. Free.
The full plan for one application: INR 499 or USD 9. If it doesn’t help, we refund you within 7 days.
Designing Responsible NLP PhD, Edinburgh
Is this for you?
Possible fitYour BSc is in a relevant subject, but the CV gives no UK 2:1 equivalent; the text also accepts extensive professional experience, and you have seven years.
Lead with this
Lead with your 2024-2025 review-fairness work: you found a language bias in a live ranking model, tested it, fixed it and spoke to the hotel owners affected.
“I co-designed the fix with small-hotel owners.”
A stretchSaferSay you interviewed 14 hotel owners before and after the change.
7 fields mapped2 ready5 need her
From a real Flow plan for a made-up applicant, Clara, and Edinburgh’s Responsible NLP PhD. See the whole plan →
What changed
Anyone can write an application now. Knowing what counts is still rare.
AI made writing free, so selectors now read hundreds of answers that sound the same. What still sets you apart is judgement: whether to apply at all, which of your facts this selector weighs, and saying it the way only you could. That judgement has always sat with a few recruiters, counsellors and alumni. Most people never get near one.
Lead with this
“Lead with the shipped fix and its measured result. Then add the guideline that three teams now use, to show you apply responsibility in practice.”
Flow’s call on Clara’s professional-experience answer: which fact goes first.
Since 2015
In 2015, his last year of college, Harshit wrote down what he kept seeing: skilled students “branded as Tier 2 or 3, be it cities or institutes, are left because they have no proper channels.” Not for lack of skill. For lack of someone who would tell them what counts.
He started Flow as a Facebook group to share opportunities and how people got in. Today, Flow is that conversation, built into software.
“I get to know about Outreachy program through a group in Facebook: Flow.”
Picked by hand since 2015
1,100+
opportunities on our site since 2022, each picked by a person.
10,000+
people in the Flow community since 2015
100+
countries our members apply from
How it works
1 · Free · 2 minutes
Add your CV. Flow reads the official page and says if you can apply, what they look for, and where you fit.
apply.withflow.co
2 · One question at a time
Flow says what to lead with, then asks for the facts your CV does not show. Asked once, saved as you go.
apply.withflow.co · her result

3 · INR 499 · USD 9
Drafts built only from what you shared, with [confirm: …] where a fact is missing. Harshit reads every paid plan himself.
apply.withflow.co · sample plan

Real screens from apply.withflow.co, October 2026, with Clara’s made-up CV.
Open now
Live from the list on apply.withflow.co, soonest deadline first.
What Flow will not do
1
A fact Flow does not have stays a gap in your draft, marked for you to fill.
2
Flow does not send anything for you. You decide, and you send.
3
If an eligibility rule rules you out, Flow says so before anything else, and never says “apply”.
4
If the organiser says no to AI, Flow does not draft for it.
5
Flow tells you what counts. The selectors decide.

Who is behind Flow
Since 2015 he has worked on how people get selected: as the builder of Flow’s community, a headhunter for startups backed by Y Combinator, Techstars and Accel, and a researcher of what guidance is worth.
Free to check. INR 499 or USD 9 for the full plan, refunded within 7 days if it doesn’t help.