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$
USD
I will audit your ai chatbot and fix wrong answers
Abtaal Aatif
About this gig
Your chatbot answers confidently and gets things wrong. It invents details that are not in your documents, misses answers that are, or picks the wrong tool at the wrong moment. Customers notice before you do.
I find out why, and I fix it.
HOW IT WORKS
I build a test set of real questions your customers actually ask, run them against your bot, and log every failure. Then you get a plain-English report: what broke, why it broke, and what it costs to fix.
On the Standard and Premium packages I do the fixing too, rewriting prompts and retrieval settings, then re-running the same tests so you can see the before and after numbers.
WHY ME
I spent a year building production AI systems at IBM and Data Science Dojo. On one platform I raised agent tool-routing accuracy from 65% to 85% by analysing over 1,000 real conversations. I measure everything I ship.
WHAT I WORK WITH
OpenAI, Claude, LangChain, LlamaIndex, custom RAG pipelines, n8n, and most no-code chatbot builders.
Not sure if your problem fits? Message me first and I will tell you honestly.
Get to know Abtaal Aatif
Abtaal Aatif
AI Engineer
- FromFinland
- Member sinceSep 2026
- Avg. response time1 hour
Languages
English, Urdu, German, Finnish
I am an AI Engineer based in Helsinki with over a year of experience across enterprise AI, computer vision, and LLM agent systems. I have built multimodal RAG pipelines at IBM and shipped LLM agents into enterprise products at Data Science Dojo. I specialize in PyTorch, FastAPI, and agentic workflows.
My Portfolio
FAQ
What do you need from me to start?
Access to your chatbot, whatever documents it answers from, and a few examples of answers that went wrong. That is enough for me to begin.
What if my bot is built on a no-code platform?
That is fine. I can audit any chatbot I can send messages to. For fixes I need edit access to the prompts and knowledge base.
Will you share your test set with me?
Yes on the Premium package, where the test set is yours to keep and re-run after future changes. Basic and Standard include the results but not the harness.
Can you guarantee a specific accuracy number?
No, and be careful with anyone who does. It depends on your data quality. I will tell you what is achievable after the audit, before you commit to fixes.
