AI SDLC
Stories

Stories from people already building with AI SDLC

Developers, vibecoders, analysts and founders — how they take ideas to product faster and without chaos. Your story could be next.

1 weekend
from idea to MVP
×3-10
faster routine
-90%
time on documentation
100%
traceability
Artem, frontend dev
Side project

MVP over a weekend: from idea to test cases

Was building a running-tracker app in the evenings. Wanted to avoid drowning in chaos and get to a working prototype.

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1 weekend
from idea to a working MVP
×6
faster than usual solo
0
decisions "in my head", everything recorded
Denis, indie hacker
Vibecoding

Predictable code from Cursor, thanks to a proper brief

Ships micro-SaaS on a conveyor. Cursor and Codex are already in the stack, but generation quality jumped from prompt to prompt.

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stable
code quality instead of "luck of the draw"
×3
faster to build new features
100%
of features with up-to-date docs
Kirill, founder
Startup

An artifact package for the raise, over a weekend

Early-stage startup, the founder builds solo. For the investor meeting he needed to show not just a demo but product maturity.

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a weekend
for the full artifact package
0
awkward "where's your architecture?" moments
1 model
idea, artifacts and code linked
Pavel, freelancer
Documentation

Documentation from code that doesn't lie

A backend freelancer delivers projects to clients. Documentation was always a pain: slow to write, and already stale by delivery.

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-90%
time on documentation
0
stale docs at delivery
+reviews
clients value the transparency
Marina, systems analyst
Analysis

Use cases and BPMN in minutes instead of an evening

A systems analyst runs several products. Most of the time went into assembling artifacts by hand.

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×3-10
faster work with artifacts
minutes
instead of an evening on diagrams
0
drift between artifacts
Reviews

What our users say

Developers, vibecoders, analysts and founders — on what changed in their work.

AS
Artem Severin
frontend dev, weekend side projects
I came to try it for the hype and stayed for the traceability. My requirements used to live in my head and three notes; now I see which test is tied to which requirement. For a side project it's almost overkill in a good way 😅
LK
Lena Korneeva
product manager
I don't write code, but I constantly need to turn ideas into proper requirements and user stories. I used to do it by hand for half a day. Here I described a feature, got stories with acceptance criteria and linked them to what already exists. Saved a ton of nerves.
DZ
Denis Zhuk
indie hacker, vibecoder
I already have Cursor. The joy is that AI SDLC prepares a proper brief I drop into it — and the code comes out predictable, not "as luck would have it". Plus I recovered the docs I'd given up on back in March straight from the code.
MV
Marina Vlasova
systems analyst
Not everything's perfect — a couple of times I fixed the wording after the AI. But the speed is incomparable: use cases and BPMN from requirements come together in minutes, not an evening. Reviewing and approving — yes, that stays on me, and rightly so.
KA
Kirill Adamov
founder, early-stage startup
I'm building solo. The most valuable part is that everything from idea to test cases is linked and versioned. When an investor asked "where's your architecture", I didn't blush. Put together the artifact package over a weekend.
NR
Nastya Rybina
junior, switching careers
As a newcomer it helps me understand "how software is actually made". I see the whole chain: requirement → use case → code → test. Better than any course, because it's on my own project.
PG
Pavel Gordeev
backend freelancer
I hand clients a project with documentation I used to hate writing. Now it's recovered from the code and doesn't lie. Natural-language search across the project deserves a separate shout-out — it really finds things by meaning.
IT
Igor Ten
lead of a tiny team (3 people)
I got it for onboarding. A new person joins, opens the project link map and sees what grows from what, without hour-long calls. The traceability matrix turned out more useful than I expected.

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Emailinfo@aisdlc.ru
Telegram@aisdlc_bot
LocationSaint Petersburg, Russia

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