---
title: Zentavor — AI that ships to production
description: Applied-AI partner for the enterprise: AI agents, custom LLMs, ML and data platforms delivered to production, with measurable ROI and governance.
canonical: https://zentavor.com/
---

# Zentavor — AI that ships to production

> Applied-AI partner for the enterprise: AI agents, custom LLMs, ML and data platforms delivered to production, with measurable ROI and governance.

AI that ships to production

From AI agents to enterprise data platforms. Designed, built and integrated into your real workflows by one senior engineering partner
Talk to usView Our Cases →
What an experienced partner changes
shorter time to production
lower operational workload
more predictable delivery & governance
measurable business outcomes, not demos
Market reality

## Everyone wants AI. Few get it into production

The gap is rarely the model. It is data, integration, engineering depth and governance. If any of this sounds familiar, you need a partner, not another experiment
Fragmented data & legacy IT slow every AI initiative to a crawl.
Shortage of engineers experienced in production‑grade AI.
Unpredictable timelines and scope creep on AI projects.
Hard to integrate AI into real workflows, security & governance.
Scaling AI quietly inflates operational cost without clear ROI.
Zentavor turns AI from isolated experiments into scalable, business‑critical systems.
Why Zentavor

## Why enterprise teams trust us in production

Four arguments we bring to every CIO, CTO and Chief AI Officer
0+live systems

Production, not PoC

Cleared by enterprise review boards, not stuck in pilot.
0%transparent architecture

Enterprise‑grade by design

No black boxes, no single‑vendor lock‑in. Human‑in‑the‑loop by default.
0%audited ROI

Measurable ROI

Supplier‑spend recovery, A/B‑tested revenue lift. Every claim has a number.
0+engineers

Senior‑only team

No junior bench, no offshore handoff. Everyone named in the statement of work is hands‑on.
SOC 2‑trackEU AI Act‑alignedOn‑prem readyHuman‑in‑the‑loop
Solutions

## AI solutions for real workflows

Each engagement is judged by the number it moves. Below is what every solution delivers, measured in production
AI Agents & AutomationML & Recommendation SystemsData Platforms & Analytics

AI Agents & Automation
support · sales · internal ops

AI Agents

3×faster first response
−70%manual workload
See solution →
AI Agents

AI Anti‑fraud

−94%
real-timetransaction scoring
↓ riskfewer blocked customers
See solution →
AI Anti-fraud

Custom LLM

94%
TextToSQLnatural-language data access
on-premyour data stays yours
See solution →
Custom LLM

ML & Recommendation Systems
personalization · forecasting · optimization

Recommendation systems

+25%
4×click‑through rate
+18%avg order value
See solution →
Recommendation systems

AI‑prediction & forecasting

+13%
multi-horizondaily → quarterly
revenueimpact, not just accuracy
See solution →
AI prediction and forecasting

Dynamic Pricing

+5–15%
+5–15%revenue uplift
real-timeprice reacts to demand
See solution →
Dynamic Pricing

Data Platforms & Analytics
one source of truth · BI · data access

Corporate DWH

−75%
10×faster queries
−40%manual cost
See solution →
Corporate DWH

Smart AI Search

source-citedno hallucinated facts
on-premdeployment ready
See solution →
Smart AI Search

BI Systems & Dashboards

−40%
−40%reporting cost
10×faster to insight
See solution →
BI Systems & Dashboards

Customer Analytics

−65%
360°single customer view
−65%manual segmentation
See solution →
Customer Analytics

Review Analytics

92%
12M+reviews / year
+17%accuracy vs baseline
See solution →
Review Analytics
Products

## Two platforms behind the work

Productized foundations we deploy on client engagements. Also available as standalone enterprise platforms
AI Agent Platform

### Agent Platform

The foundation for your corporate AI ecosystem.
Build, train and orchestrate AI agents with the governance, observability and security an enterprise actually requires.
Agent orchestrationCompose multi‑step agents with tools, memory & guardrails.
Governance & observabilityTrace every decision, enforce policy, audit at scale.
Security & integrationsSSO, role‑based access and connectors to your stack.
Explore Agent Platform →
Agent Platform coreOrchestrator
Policy guardrailsGovernance & compliance
Support agentCustomer support
Sales agentLead & deal management
Ops agentOperations & monitoring
Tools & APIsIntegrations & infrastructure
AiDoc · Document Intelligence

### AiDoc

From documents to decisions.
Turn unstructured documents into structured data and a conversational interface to your knowledge base, with sources cited, deployable on‑premise.
Documents → structured dataExtract entities, tables and fields from any format.
Conversational, source‑citedEvery answer links back to the exact source passage.
On‑premise & privateYour documents never leave your perimeter.
Explore AiDoc →
Question
Documentcontract.pdf
Structured
Answer
↳ contract §4.2, p.7
Proof

## Results that speak

Selected outcomes from production deployments across finance, retail, logistics and enterprise SaaS
Fintech / Banking

#### Real‑time fraud detection

−94%false‑positive rate
real‑timetransaction scoring
E‑commerce & Retail

#### Recommendation engine

+25%conversion
4×click‑through
+18%avg order value
Enterprise SaaS

#### L1 support agent

45%resolved w/o escalation
3×faster first response
IT Operations

#### Incident & ETL monitoring

85%incidents auto‑processed
3×faster retrieval
Data Access

#### TextToSQL assistant

90%query accuracy
−70%analyst load
Retail / Supply Chain

#### Demand forecasting

+13%revenue impact
multi‑horizonplanning accuracy
Retail · DWH modernization

#### Warehouse & reporting overhaul

−75%report prep time
10×faster queries
−40%manual cost
Selected case studies are available under NDA. Contact us for examples in your industry →
Cost orientation

## A realistic budget in four clicks

Pick a project shape, scope and deployment. Get an indicative range, a team composition and a realistic duration, before the first call
Project shape
Pricing / dynamic pricingElasticity models, rules engine, real-time repricingL1/L2 support automationTicket triage, agent assist, auto-resolution in ITSMAI search / RAG / TextToSQLKnowledge platform with hybrid retrievalML / recommendations / forecastPersonalization, demand, scoringDWH / Lakehouse / BIETL, marts, dashboards, observabilityCloud FinOps auditCloud cost optimization sprint
Scope
PoCPilotProductionEnterprise
Deployment
Cloud (AWS · Azure · GCP)Private cloudOn-premiseHybrid
Estimated range
from$50K→to$132K
Team composition
3 ML engineers + 1 project manager + 0.5 solution architect
Realistic duration
~ 12 weeks
Expected ROI / savings
payback in 6–12 months
Send this brief to a delivery lead →
Routes straight to a senior delivery lead · reply within 1 business day
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Costed against the parameters above, in your inbox within one business day.
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How we work

## Two ways to engage

OutsourcingOutstaffing
End‑to‑end engineering

### We own the outcome, start to finish

From discovery and PoC to production, integration and long‑term support. One accountable senior partner: predictable delivery, no surprises.
DiscoveryPoCProductionIntegrationLong‑term support
Weekly deliveryevery stream ships an increment, end‑to‑end, on cadence
ModelsDataInfraIntegrationW1W8
Talent outstaffing

### Senior AI & data talent, in your team

Senior ML, LLM, data engineering and BI specialists embedded into your team, closing the experience gap on production‑grade AI fast.
ML / LLMData engineersBI analystsArchitects
ML Engineer
LLM Specialist
Data Engineer
BI Analyst
Solution Architect
Delivery lifecycle

Diagnostics

Audit your stack, scope the problem, define success metrics.

Solution design

Architecture blueprint, tooling selection, delivery roadmap.

Development

Iterative builds with weekly demos, zero‑surprise velocity.

Testing & integration

Load tests, A/B validation, seamless rollout into your systems.

Launch & support

Go‑live, monitoring dashboards, SLA‑backed ongoing partnership.
Industries

## Where we create impact

Five years of enterprise delivery, concentrated in the sectors where data and AI move the bottom line

Banking & Fintech

−94%false-positive rate
Real-time fraud scoring · GenAI support (−33% per ticket)

Retail & E‑commerce

+5–15%revenue growth
Recommendation systems, demand forecast & pricing · 1 500+ stores

Energy

200%audited ROI
Patented procurement AI · Fortune 500 industrial group

Customer Service

−60%operator workload
Omnichannel AI operator across 5 channels · Swaze.ai

EdTech

90%+screening accuracy
AI speech screening · 12 000+ students · Logopotam

Logistics & Operations

−10–25%operational cost
Incident & ETL agents · 85% incidents auto‑processed
Our expertise

## Engineering stack

Production-grade tooling across LLM, ML, streaming and data platforms.
OpenAI
LLM / inference
PyTorch
deep learning
LangChain
orchestration
Kafka
streaming
Snowflake
warehouse
ClickHouse
OLAP
dbt
transform
Python
core language
TensorFlow
ML framework
Airflow
orchestration
PostgreSQL
OLTP database
Trino
query engine
Hugging Face
model hub
Kubernetes
infra / scaling
Let's talk

## Let's build your next AI breakthrough

Tell us your challenge. We'll propose the right mix of AI agents, ML and data platforms, and a realistic delivery plan
info@zentavor.ai
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