AI tools · From ₹20,000 · On your own data
AI tools
AI that does a real job on your own data: product photos to listings, interviews to transcripts, plain English to actions, and models that run on your own machines when the data can't leave.
Your accounts and domain are in your name from day one. The code becomes yours once it's paid in full. Half up front for each stage.
What this work did
88.6%
for Atlas 1.0, a small model I fine-tuned, on 297 held-out cases. The best of 34 open models managed about half.
~2.3 min
to transcribe 24 minutes of Hindi and English interviews, fully on a MacBook, for testimonial reels.
6
lifestyle photos made per product from one model photo and one product photo, then written up and uploaded to Shopify.
One model, start to finish
Atlas 1.0
Before
SparrowOS needed to understand plain-English requests on each person's Mac. The best of 34 open models got about half of them right.
What I did
- Benchmarked 34 open models on tool calling before training anything.
- Fine-tuned a 2B model (Qwen3.5, LoRA on Apple MLX) on the team's own commands.
- Kept the test set frozen and picked the model on a separate set, so the score is honest.
- Caught and withdrew an earlier 90.2% that had been picked on the test set itself.
- Built a 36-test harness where every test is a bug that once happened.
After
88.6% on 297 held-out cases. Standup commands: 33 of 38 right, up from 12 with the model that had been shipping.
It runs on each Mac, so the commands never leave the machine.
Read the Atlas case study ↗What you get
01 · Product photos to listings
Lifestyle shots, SEO titles and descriptions, and upscaled images, uploaded to Shopify from one menu.
02 · Transcripts
Hindi and English interviews transcribed on your own machine, with word timings for cutting reels.
03 · Assistants that act
Plain-English commands turned into actions in your own tools, like Atlas inside SparrowOS.
04 · Private models
Models fine-tuned on your data and run on your machines when the data can't go to the cloud.
05 · Rating and sorting
Free-text answers rated against your own labelled examples: 1,240 of them for Muskurahat's applicants, at about 89% match.
06 · AI for your analysts
Claude set up with your rules and your data, so it checks numbers before it claims them.
07 · Honest testing
Every AI tool comes with a test set and a score, measured on cases it never trained on.
08 · Costs under control
API keys kept on your server, with a monthly spend cap, like the NEET prep tutor's.
What it costs
An AI step in your workflow
from ₹20,000
One job, like descriptions from photos or transcripts from audio, added to how you work now.
Usually one to two weeks.
An AI tool your team uses
from ₹1 lakh
An assistant or a pipeline with its own app or screen, tested on your data.
Usually 3 to 6 weeks.
A model trained on your data
quoted after a call
Benchmarks, fine-tuning and a test set, for when off-the-shelf models aren't good enough.
Timeline set in the written plan.
Each stage is half up front and half at launch, by UPI or bank transfer, or by credit card in monthly instalments (EMI) through Razorpay. EMI interest is set by your bank.
How it runs
01
Tell me what you need
A message or a short call: the goal, the deadline and what already exists.
02
A written plan
Scope, steps and a quote, agreed before any work starts.
03
Built in steps you can see
A link you can open every week, not one big reveal at the end.
04
Launch, then measure
Checked against the numbers we agreed at the start.
Fair questions
- Does our data go to OpenAI or Google?
- Only if you agree. Many jobs can run on your own machines; when a cloud model is better, I'll say which one and why.
- How do we know it works?
- Each tool gets a test set from your real cases and a score, before you rely on it.
- What if the AI gets it wrong?
- It will, sometimes. The tool shows its work and keeps a person in charge of anything that matters.
- Who owns the model and the code?
- You do. The API keys and accounts are yours from day one, and the model, the code and the test set become yours once they're paid in full.
- What if something breaks after launch?
- Anything I built gets fixed free for 30 days after launch.
- How do we stay in touch?
- A preview link every week and a short update, on WhatsApp or email.
- Can I pay monthly?
- Yes, by credit card in monthly instalments (EMI) through Razorpay. EMI interest is set by your bank.
- Do you work with agencies?
- Yes, under your name or mine.
Not the right fit
AI for its own sake. If a simple rule or a spreadsheet does the job, I'll tell you.
Tell me what you'd like AI to do
A message or a short call. You get a written plan and a fixed quote before any work starts.
Based in India · IST (UTC+5:30) · Works remotely
Rather talk? WhatsApp or call +91 89289 61893.
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