VODOHODTECH
Home
AI ENGINEERING

Autonomous systems at the core of the business

AI agents, RAG, forecasting models and dynamic pricing — from research to live operation. Not demos and promises, but systems that embed into the core of the business and start delivering results.

01Manifesto

An engineering bureau, not an AI agency.

P.01

Integration is the start, not the finish

We embed into the existing stack — CRM, CRS, ERP, BI, SIP — so AI works inside, not alongside. At discovery we cut what won't survive integration.

P.02

Every decision is explainable

Every model output and agent step is logged, traced and reproducible. Live quality metrics, drift detection, evals on every release and a rollback mechanism.

P.03

We answer for the metric, not the code

We work with you toward a target outcome: +X% revenue, −Y% costs, Z% accuracy. We'll run as many iterations as it takes to hit the result.

02Capabilities

Six engineering practices, each with its own stack and proven integration patterns.

AI agents that act

Autonomous agents perform tasks in real systems: calls, bookings, lead capture, CRM updates and document delivery.

VoiceTool-useSIPCRMHuman-in-the-loop

RAG & enterprise search

Retrieval-augmented systems over the corporate knowledge base, documents, catalogs and product data.

Hybrid searchRerankingGuardrailsCitations

Multi-agent teams

Orchestrated systems of specialized agents for research, planning and analytics.

PlannerExecutorCriticMemoryAudit

Time-series forecasting

Forecasting models for revenue, load and resource consumption — from SARIMAX and Prophet to gradient boosting and TS transformers.

SARIMAXProphetLightGBMN-BEATS

Dynamic pricing

Systems that change prices in real time based on demand, load, competitors and business rules.

Demand sensingElasticityRule engineA/B

AI consulting & audit

AI adoption strategy, solution audits, prioritization by business impact, building AI teams and MLOps processes.

RoadmapDiscoveryMLOpsLLMOps
03Process

From research to operation — with deliverables at the end of every phase.

011–2 weeks

Discovery

Domain immersion, interviews with the team, analysis of data and systems. Prioritization by business impact. Output: a spec, an architecture sketch and a pilot plan.

023–6 weeks

Pilot

An MVP on real data with integrations, quality metrics, evals and guardrails. Business-impact measurement in a controlled scope and a go/no-go decision.

032–4 weeks

Production

Go-live with an SLA, monitoring, tracing and alerting. Data migration, client-team enablement, runbooks and dashboards.

04ongoing

Operation

Model retraining, feature development, quarterly metric and roadmap reviews. 24/7 SLA for business-critical components.

04Team & engagement

An engineering bureau, not an agency: an in-house senior team, transparent engagement formats and accountability for the result — not for billed hours.

01
Team

In-house senior engineers — not outstaff or freelancers

02
Format

Fixed price, dedicated teams, Time & Material or outcome-based contract

03
Deployment

Into the client's environment or managed mode

04
SLA

24/7 for business-critical components

05CASES

AI engineering at the heart of the business

Real projects with measurable impact on conversion, load and revenue. Equally applicable in the Russian and international markets.

AI assistant01 / 08

AI consultant with deep integration

A conversational AI assistant with RAG and CRM integration: it picks a cruise, answers questions and carries the guest to a booking right inside the chat.

Results
×3.4lead → booking vs a form
−62%first-line contact load
<8 secavg. cruise selection time
24/7availability
Stack
PythonLangGraphClaudeGPTQdrantPostgreSQLBitrix24
06DEMO

See it in action

Live demos of our key AI products — on your scenarios and data.

BI · Analytics

Revenue Radar

A revenue dashboard and competitive intelligence: natural-language queries over data and auto-recommendations.

Agents · CRM

Universal AI Agent

A rich-chat and voice agent for support and sales — on a demo scenario in your domain.

B2B · Search

B2B LeadGen

Finding and enriching counterparties by free-form criteria, with a rationale for each lead.

READY TO START

Let's find where AI brings value to your business

Email or call us: we'll get back within a business day and set up a 30-minute discovery call. No slide decks, no fluff.