Built for Founders & Enterprises • Pakistan to Gulf to Global
MenteE AI Research
Our active research builds mentee-embed — compact, multilingual text embedding models trained completely from scratch for Arabic, English, and Urdu retrieval. ~41M parameters, 384-dimensional outputs, fully reproducible, and built to study how far modern training recipes can be compressed when nothing is inherited from pretrained giants.
Masked language modeling first, then contrastive fine-tuning — a cheap bootstrap that prevents representation collapse.
Measured numbers instead of marketing. Failures documented alongside wins, every artifact on GitHub and Hugging Face.
Urdu and Arabic treated as first-class languages — not afterthoughts bolted onto an English model.
World's best AI job portal — built for Pakistan, expanding across the Gulf (UAE, Saudi Arabia, Qatar, Kuwait, Oman, Bahrain). AI-matched jobs, ATS-optimized CVs, unlimited mock interviews, and pipeline automation for organizations.
Built for Pakistan — Expanding across the Gulf & Asia • English live, العربية & اردو coming soon — more languages for every new country
Live today
RecruAI is live as a MenteE product. Explore the full platform — features, how it works, pricing, and testimonials — on the dedicated product page.
Go to product pageWhat we build
We build AI-powered platforms and sell the services around them. No briefs, no consulting — just products people use.
Production-grade AI systems we design, build, and deploy — engineered for scale, reliability, and real-world use from day one.
See products →Our compact, multilingual text embedding model — trained from scratch for Arabic, English, and Urdu retrieval. Available to use and build on.
Explore the model →Open, reproducible research behind what we ship. Real measured numbers, failures included, every artifact public.
Read research →AI-powered platforms designed for real-world use — engineered for scale, deployed for impact. Here is what we are actively building.
Platforms that handle complex, multi-step workflows end-to-end — reducing manual effort and eliminating bottlenecks.
Systems built to ingest, process, and surface insights from massive, heterogeneous datasets in real time.
AI that surfaces the right information at the right moment — powering faster, better-informed decisions.
Read, classify, extract, and route unstructured information automatically — at a volume no team could match manually.
Platforms designed to connect with the tools and systems organizations already rely on — no rip-and-replace.
Reliability designed in from the first commit — observability, sane error handling and graceful failure instead of silent breakage.
The team
There are two of us. No agency, no middlemen, no handoff — the people answering your email are the people who wrote the code and trained the models. You talk to us directly.
Founder & Lead Engineer
syab@menteeai.orgTurns research into systems that survive production.
Owns product direction and system architecture at MenteE. Trained the mentee-embed series from random initialization on a single GPU, published the research openly, and turns it into the agents and products we ship.
5
Publications
41M
Params, from scratch
Zenodo
Open research
Co-Founder & Data Scientist
sania@menteeai.orgMakes the data mean something before the model sees it.
Leads data science and machine learning at MenteE — feature pipelines, model evaluation, and the retrieval work that makes our embeddings useful in practice rather than only on a benchmark.
3
Languages
UMich
Applied DS
13
Certifications
We are a small team on purpose. We hire slowly, and we hire people who want to own problems end to end.
Open rolesProducts
Three platforms, one mission: production-grade AI that actually ships.
Compact multilingual text embedding model — ~41M params, trained from scratch for Arabic, English, and Urdu retrieval. 384-dim, Apache 2.0.
Read the research →Autonomous SWE agent in your terminal. Investigates your repo, plans the change, edits, verifies with your tests, reports with evidence. Model-agnostic, safe by design.
Learn more →AI-powered hiring and interview platform — built for Pakistan, expanding across the Gulf (UAE, Saudi Arabia, Qatar, Kuwait, Bahrain, Oman). Job seekers find AI-matched roles, optimize CVs, practice mock interviews, and track applications. Organizations post unlimited listings, manage hiring pipelines, and screen candidates with AI agents.
Explore platform →Blog
Product updates, research notes and founder insights.
Looking for jobs in Dubai, UAE, Saudi Arabia or Qatar from Pakistan? Learn how RecruAI's AI job matching understands your skills and matches you to real roles in Karachi, Lahore, Islamabad, Dubai, Riyadh, Doha, Kuwait City and Muscat — not just keyword listings.
Unlimited mock interviews with realistic AI questions and instant feedback — how RecruAI's practice mode helps job seekers in Pakistan, UAE, Saudi Arabia and Qatar get ready for the real interview and track their interview results.
For startups, SMEs and enterprises hiring across Pakistan, UAE, Saudi Arabia and Qatar — see how RecruAI's hiring pipeline (applied → screening → interview → offer → hired), AI screening agents and candidate search make hiring faster and fairer.
The essentials, without the jargon.
Explore our platforms or get in touch to learn how MenteE can help your team.