Boost Efficiency with Expert AI Workflows and Automation Services

Boost Efficiency with Expert AI Workflows and Automation ServicesBoost Efficiency with Expert AI Workflows and Automation Services

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Vaskrsije Panić

• 1d

Most companies do not need “AI hype”. They need AI systems that save time and bring results.

We build AI workflows, automation, websites, CRM systems and scaling infrastructure for startups and companies.

Starting at $60/hour. 🧠

No AI experience needed. Just a real business problem.

DM me if your company wants to work smarter. 🚀

https://www.panicdigital.com or panicvaskrsije@gmail.com

aiworkflow aistartup aistartupwebsite

Nivyan Butt

pro

• Jul 5

Would you let an AI write SQL against your production database?

I wouldn't either. So when I built Quanta — a workspace where you ask questions in plain English and get back a live dashboard — the model never touches your data directly.

Every query it generates is SELECT-only and runs read-only. If one fails, the system feeds the exact database error back to the model and lets it correct itself once before anything reaches you. Credentials stay encrypted with AES-256-GCM and never leave the vault.

Connect Postgres or MySQL, switch between Gemini, Claude, and GPT, and build dashboards from 12 chart types. It's multi-tenant now too. Orgs, roles, and per-workspace AI spend caps.

Curious how other devs handle the "LLM + real database" problem. What guardrail would you add?

Abdullah B

• Jul 5

The self-correction loop is such a smart touch. Only thing I'd add is a statement_timeout + forced LIMIT so a valid-but-heavy query can't tank prod. Ideally run against a read replica. Great build.

Andrei Butenko

pro

• Jul 4

Most AI startups treat "Book a demo" as an afterthought page. (It's actually your highest-intent CTA) This one had social proof but zero scan flow. Fixed that.

Framer webredesign aistartup

Great Designs

• Jul 5

This is one of those designs that looks simple until you notice all the details.

dorinel rushi

• Jul 5

From simple websites to complex ones.

Now we live in a time when the evolution of websites is going to another level, but what are these clients looking for in a website or are these clients ready to face websites of this type, including AI.

If you are facing this work, do you have experience with what these clients are looking for or do you feel this change?

Does AI affect the reduction of prices or has it increased them?