AGENT / 01ACT
Agents that do the work, not just answer
They follow requests, prepare decisions, and move work forward with explicit permissions and boundaries.
VIBE TECH AI LAB
AI that earns a place in the operation.
We build AI products, agents, and operating systems that understand business context, perform real work, and stay measurable and reviewable after launch.
INCOMING JOBOPS-AI / 024LIVE
REQUESTReview the case and route the next action
MODEL CARD / VT-AIEXTRACT + COMPARE + DECIDE
- SOURCE
- VERIFIED DATA
- THRESHOLD
- 0.86
DECISION GATELOW CONFIDENCE? HUMAN REVIEW
REVIEW ROUTE READY
READY TO OPERATE
AI INSIDE THE WORK
Not a chatbot parked on the side.
We design AI into customer journeys and operations—where it can save time, improve a decision, or create a genuinely new experience.
RETRIEVAL / 02GROUND
Answers grounded in your business data
Intelligent retrieval across documents, policies, and internal knowledge—with a visible source for every answer.
AUTOMATION / 03ROUTE
Automation that knows when to stop
It connects systems, removes repetitive steps, and hands decisions back to an owner when confidence drops.
INTELLIGENCE / 04READ
Understanding across documents, images, and data
Extraction, classification, comparison, and recommendations designed around a real business decision.
AI AGENT SOLUTIONS
An agent for the role. A clear boundary for every decision.
We do not install a generic agent and let it roam. We define the job, connected systems, permissions, and the exact moment control returns to an accountable person.
Sales and follow-up agent
Organizes opportunities, prepares follow-ups, summarizes calls, and keeps every deal moving.
- CONNECTS TO
- CRM + EMAIL + CALENDAR + CALLS
- HUMAN BOUNDARY
- PRICING AND FINAL OFFERS REQUIRE SALES APPROVAL
ROUTE
READY
AGENT OPERATING FILE / 8 STAGES
An agent is not a talking character. It is a system that leaves evidence.
Choose a stage. Every artifact represents a real build state and moves for a reason inside the route.
THE JOB01 / 08
AGENT / TASK / RECEIPT
The job enters with a clear contract.
Task, permission, and success condition are explicit before the agent acts.
A repetitive role consuming the team’s time? We can turn it into a measurable agent route connected to your operation.
Design an agent for your businessFROM EXPERIMENT TO DEPENDABLE SYSTEM
Intelligence is not enough. We need to know when to trust it.
OPERATING CONTROL / 01
Every answer carries its evidence.
The system retrieves the right source, shows what it used, and refuses to invent what is not there.
EVAL / GROUNDED3 SOURCES MATCHED
94/ 100
HOW WE BUILD
Start with a business decision. End with a working system.
- 01
Choose the right decision
Not every problem needs AI. We start with business impact, available data, and the cost of being wrong.
- 02
Build the test before the product
We turn expectations into concrete cases that can measure quality from the first version.
- 03
Connect it to the operation
Data, permissions, systems, and human review are designed together—not bolted on later.
- 04
Release, observe, improve
Launch starts a cycle of measurement and improvement; it is not the end of a polished demo.
HUMAN REVIEW BY DESIGN
An important decision should never disappear inside a model.
OPERATING RULE / 006
When confidence is below threshold, the decision is sensitive, or the data is incomplete: execution pauses and the case is prepared for review.
VISIBLE ESCALATION / FULL CONTEXT / RECORDED DECISIONAI INSIDE A PRODUCT
The real product is the test.
01 / Tourism product
PRIVÉ RED SEA
A premium service with many variables needed to stay personal without making the booking decision feel complicated.
OPEN PROJECT CASE 02 / Connected coaching productAMR EMAD
The coach's value lived across knowledge, follow-up, and personal trust, but customers needed one clear path from first impression to daily execution.
OPEN PROJECT CASEAN OPERATION THAT NEEDS A DIFFERENT KIND OF THINKING?
Schedule an AI strategy session