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VSA · an execution environment, not a chat window

An AI assistant for business that knows your documents and offer

VSA (Visuals & Solutions Assistant) is Vis-Sol's managed AI platform. It does not just generate text — it does the work: reads context, processes material, runs tools and returns the result as an answer, file, note or report.

Ask about deployment

Execution environment

Input, execution, result.

  1. 01INPUTtext · files · page context · free tool results
  2. 02PROCESScompany knowledge · rules · tools · validation
  3. 03OUTPUTsourced answer · file · note · report · ticket

VSA as the engine

One knowledge source. One engine. Many modules running on it.

The on-site widget is only one face of VSA. Underneath is an environment that makes a company’s organised knowledge available to further tools — without copying content into each of them separately.

One engine, different deployments

Client deployment · DRR DAMSON / FOX

  • access to the client’s price list (SVG) when collecting quotation data
  • initial fault diagnostics for laser devices — a structured interview
  • categorising requests: devices, services, files, quotation
  • lead qualification: 15 potential clients, 5 HOT, 1 brief (end of observation)

Deployment on vis-sol.pl

  • technical support for visitors in the context of the page
  • analysis of uploaded IT files — including HTML, CSS, JS, JSON, CSV
  • analysis of AutoAudit result files (the JSON report continues into a VSA conversation)
  • Concept Creator: a brief and implementation guidelines downloaded with the ZIP
  • 01

    On-site assistant

    Answers visitors in the context of the page they are on and guides them to the right offer or contact.

  • 02

    Context search

    Instead of a list of links it returns an answer built from the site’s content, with links to the sources.

    See context search →
  • 03

    Customer service and leads

    Handles conversations, recognises interest and hands over hot contacts. In 60 days of deployments: 453 conversations, 29 potential clients, 11 marked HOT.

    60-day results →
  • 04

    Audit analysis

    AutoAudit checks SEO, technical basics and AI visibility, and VSA helps turn the result into an order of fixes.

    Run an audit →
  • 05

    Working with files and documents

    Files added to the session are read and analysed in the same conversation; the result can be saved as a note or report.

  • 06

    Concept Creator

    A few answers about your business become a website concept: structure, style and copy for further work.

    Open the creator →

VSA layers

One platform, many layers of work.

Every deployment starts with one layer and one process. We add the next one when the previous one delivers a measurable result.

01
KNOWLEDGE

Organisational knowledge

Answers only from approved company materials, with the source shown. If the information is missing, VSA says so.

active
02
SERVICE

Customer support

Questions about the offer, initial diagnostics, complete service tickets and handover to the right person.

active
03
LEADS

Enquiries and quotes

Qualifying enquiries and collecting quotation data before the case reaches sales.

active
04
WORKSPACE

Files and analysis

Analysis of uploaded files, document-based improvement suggestions, notes, reports and checklists as ready files.

active
05
TOOLS

Tools and extensions

Integrations with company systems and continuation of results: analysis of a completed AutoAudit, a Concept Creator brief, Knowledge Scan context.

active
06
MONITOR

Monitoring and dashboard

Statuses, logs and usage metrics in a separate client dashboard. You know what works and how it learns.

active
07
LIVE

VSA Live — voice conversation

The same session, page context, files and artifacts — in a real-time voice conversation.

active

What we specialise in

Processes where completeness matters.

  • Technical industries

    Product selection, parameters, initial device diagnostics — where a wrong answer is expensive.

  • Data before contact

    Processes that need information collected before a person takes over.

  • Knowledge in documents

    Procedures, offers and manuals scattered across files that the team asks about every day.

Value for the business

Less repetitive work. More complete cases.

24/7

answers from company materials, also outside working hours

Own environment

for every company — its own knowledge, configuration and history, no data mixing

Complete

tickets and enquiries reach the team with data, not with “what is this about?”

Maintained

platform, updates and backups handled by Vis-Sol

See VSA in action

The assistant in the bottom-right corner is the same VSA widget our clients get. Ask about our offer or add a text file for analysis.

Use cases

What it is for

01

AI chatbot for your website

Answers customers about the offer, collects quotation data and passes a ready enquiry to the company.

02

Team assistant

Employees ask in their own words; the assistant finds the answer in procedures and documents.

03

Service requests

Pre-sorts service requests and asks for missing information.

04

Integrations

Can use data from other company systems if agreed in the scope.

How it works

Answers only from company materials.

  1. 01

    Question

    A customer or employee writes in natural language.

  2. 02

    Retrieval

    VSA searches the company's materials, not the general internet.

  3. 03

    Answer

    The answer is built only from the materials found.

  4. 04

    Source

    It shows where the information comes from. If there is none, it says so.

Data security

Every company has its own environment: its own materials, settings and conversation history. Data never mixes with other clients. Vis-Sol maintains the platform, updates and backups.

Deployment example

AI assistant on the website of a laser-industry company (DRR DAMSON): product selection, quotation data and initial device diagnostics.

103 conversations in the first 30 days

DRR DAMSON / FOX

System Deliverables / Specification

What exactly do you receive with a VSA deployment? (System Deliverables)

Regardless of integration scale, you are not buying simple „chat access”, but an isolated engineering infrastructure transferred to your company. The baseline starter package always includes 5 physical components:

Isolated server instance (Independent Tenant)

A segregated, secure runtime environment. Your documents, contracts, and operational data are physically isolated from other companies and never train public AI models (OpenAI/Google).

Private knowledge vector store (+ GDPR/PII Quarantine)

A configured vector database for corporate documentation (PDF, technical manuals, DOCX, procedures, price lists). The system indexes files locally, filters sensitive data, and responds strictly based on your sources (zero hallucinations).

Semantic engine & intent classifier (VSA Core MLP)

Proprietary intent recognition module. Rather than guessing answers, the engine classifies case priority (e.g., quote, outage, technical enquiry), references the exact source document, and routes traffic to the appropriate workflow.

Management and knowledge input panel (VSA Dashboard)

Administrative access allowing your team to independently add new documents, update FAQs, inspect query logs, and verify answer quality without requiring developer involvement.

Ready Web Widget and API connectors / KSeF-ERP Buffer

Lightweight JS snippet to embed the assistant on your corporate website, plus a suite of API endpoints (with an optional transactional buffer and PID Watchdog supervision) to integrate with internal systems (Subiekt, ERP, CRM, email).

Zero Vendor Lock-in

Operational safety and business continuity (Zero Vendor Lock-in)

Vis-Sol systems are engineered under industrial diagnostics standards — designed to operate autonomously, rather than depending on the constant presence of a single engineer:

Process self-healing (PID Watchdog)

Integration processes and job queues are monitored by an independent watchdog mechanism that automatically restarts services and buffers transactions whenever external APIs (e.g. KSeF) become unavailable.

Complete technical documentation (48h Standard)

Following deployment, you receive comprehensive architecture documentation, API schemas, and database structure diagrams — any IT administrator or Python/PHP engineer can take ownership in 48 hours.

Data, Integration Ownership and Full Control

The deployed knowledge base, instance configuration, and API integration layer belong to your company. You can scale the system with us or manage it with your own IT team.

Questions

Questions about VSA

What does the acronym VSA stand for?
Visuals & Solutions Assistant. It is a proprietary AI assistant, semantic search, and process automation platform developed by Vis-Sol.
Do I get source code access and maintenance independence?
The core VSA engine is maintained and updated by Vis-Sol, while the entire knowledge base, instance configuration, API connectors, integration scripts, and technical documentation (48h Standard) belong to your company. You can leave full maintenance to us or manage the integrations and knowledge ingestion with your own IT team (Zero Vendor Lock-in).
Does data from different companies mix?
No. Every company has its own environment: its own materials, settings and conversation history.

Free tools

Start with a result, not a sales call.

Four free tools that show the state of your website, process or company knowledge in minutes.

Free · no account

Free website audit: SEO, GEO and AI visibility

Instant result: top issues, evidence and measurement confidence.

Check my website →
Free · no sign-up

Concept Creator — a site concept from your business description

Responsive preview, ZIP and JSON brief. Continue with VSA if you like.

Open the creator ↗
On this site

Is it worth automating? Calculator

Enter task time and cost — see monthly and yearly savings.

Calculate savings →
Free · active

VSA Knowledge Scan — is your knowledge ready for AI?

Website or file → facts, gaps and readiness to feed an assistant.

Scan knowledge ↗
All tools and the Toolbox (15) →

VSA / knowledge in context

You have company knowledge, but it is hard to use? Ask about a specific problem.

Vis-Sol context search combines semantic retrieval, ranking and deduplication with a VSA answer. A bounded context from public materials comes first, and only then the answer with visible sources.

See how it works →

01 / QUESTIONthe user’s natural language02 / RETRIEVALrelevant public Vis-Sol sources03 / VSAsynthesis from a bounded context04 / SOURCESmaterial to verify and expand

Want to test AI on one task?

Describe where your team loses time answering the same questions.