Enterprise AI platform · On-premise or private cloud

Your company's entire knowledge. One question away.

Symplex connects documents, emails and databases into an intelligent knowledge layer. Ask in natural language, get answers with cited sources — while sensitive data never leaves your environment.

How does it work?
In Hungarian and English
Every answer with sources
Three-tier Symplex Guard
Symplex · AI assistant · illustration, fictional dataAgent mode
Document search · 14 hits, 3 relevant
Excel / SQL query · investments_2025.xlsx
File search · /Contracts/Energy

The total value of 2025 energy investments was HUF 1.24 billion. The penalty clause is set out in section 12.3 of the Solar Park Construction Framework Agreement [1] [2]

[1] investments_2025.xlsx · "Summary" sheet[2] Framework_Agreement.pdf · page 14
Symplex Guard · 2 items maskedA personal name and a tax ID were sent to the model as placeholders.
Verifiable with sources
Permission-controlled
Auditable operation
Measurable answer quality
The challenge is familiar

You have the knowledge.
It is just hard to find.

Time is lost between documents, emails, spreadsheets and business systems. Symplex organises your organisation's information into a single queryable knowledge layer.

Today

  • Scattered informationKnowledge lives in several systems and document stores, in different formats.
  • Time-consuming searchEmployees collect, compare and interpret the data themselves.
  • Repeated questionsThe same answers are produced over and over — knowledge spreads slowly.

With Symplex

  • A single knowledge layerEvery source is queryable in one place, with permissions preserved.
  • One question, a coherent answerThe system assembles the answer from several sources, in natural language.
  • Verifiable and shareableEvery answer arrives with its sources — knowledge becomes reusable.
Simply queryable

The source is right there behind the answer.

Symplex does not just find documents. It assembles the answer from several relevant sources and shows you what it was based on.

Explore the platform
01
Connecting to knowledge sourcesDocument stores, files and structured data.
02
Processing and indexingSemantic and keyword search working together.
03
Querying in natural languageIn Hungarian or English, with conversation context.
04
A coherent answer, with visible sourcesCitations help you verify and trace back.
From knowledge to results

One platform.
Several kinds of value.

From everyday information lookup to auditable, measurable enterprise AI usage.

01 / Assistant

Ask your company's knowledge

The assistant works from documents, files and spreadsheets to give a coherent answer.

02 / Deep search

Find the report, not just the word

Semantic and keyword search together find the relevant details.

03 / Integrations

Fits your existing environment

OneDriveDropboxFile serverPostgreSQLMySQLREST API
04 / Quality measurement

Quality is measurable and improvable

Benchmark runs let you examine the quality of the answers and of the sources used.

Illustration: successive evaluation runs

Integrations

Builds on your existing systems.
Not instead of them.

Symplex acts as a connectivity layer between file stores, databases and custom applications. Automatic synchronisation and re-indexing keep the knowledge base current.

OneDrive

Microsoft Graph integration and automatic synchronisation.

AVAILABLE CONNECTOR

Dropbox

Connecting and synchronising files.

AVAILABLE CONNECTOR

File server

Network drives and organisational document stores.

AVAILABLE CONNECTOR

PostgreSQL

Secure, read-only database access.

READ-ONLY CONNECTION

MySQL

Querying structured business data.

READ-ONLY CONNECTION

REST API

Connecting custom applications and enterprise systems.

EXTENSIBLE CONNECTION
On the roadmap:SharePointGoogle DriveConfluenceCRM / ERP · custom integration

Connector availability and the rollout approach depend on the specifics of your environment.

Trust built in

Symplex Guard.
Three levels of protection.

Detection and handling of sensitive data can be controlled during both request and response processing. When masking, the original value is replaced by a placeholder — the external model never sees it.

User request

Summarise the lease agreement of Péter Kovács (tax ID: 8412345672).

Shown with fictional data

What reaches the AI model

Summarise the lease agreement of [PERSON_1] (tax ID: [TAXID_1]).

In the response, the system restores the original values.

01
Fast rule engine

Pattern detection

Hungarian and international patterns for social security numbers, tax IDs with checksums, phone numbers, emails, bank card data and dates.

No model · in milliseconds
02
On-premise detection

Language model · NER

Recognising personal names, addresses and mothers' maiden names in Hungarian too, with a model running inside your environment.

On-premise execution
03
Optional semantic layer

On-premise SLM

Detecting health data, beliefs, trade union membership, criminal offence data, trade secrets and source code.

Optional · with GPU resources
Per-rule selectable actions
MaskingBlockingAlertingAllow through

Output inspection can filter or partially hide sensitive data.

RBACSSO · OIDCMFAAudit logTrace tracking
Proven quality · measured on your own data

We prove it first.
Then we roll it out.

Answer quality is measured on your own documents and questions — before the rollout decision. After go-live you can keep tracking how performance changes.

Fast mode

Instant check

You can see how accurately the system answers from your knowledge base.

Agent mode

Models the real work

It measures an AI agent working in multiple steps, with the full toolset.

Benchmark run · Agent mode
Own test set · illustration, fictional data
40test questions
3sources / answer on average
2 minruntime
What is the penalty rate in the framework agreement?Correct
Which project exceeded the 2025 budget?Correct
Who approves the procurement policy?Correct
When does the office lease expire?Partially
How many supplier complaints arrived in Q2?Correct
Per question you can look back: tool calls, sources, document excerpts used
What you getYour own test questions and expected answers · repeatable automatic evaluation · per-question traceable sources and document excerpts

You can base the decision not on promises, but on results measured on your own data.

Designed for regulated environments

Strongest where the rules are strictest.

Symplex prioritises the controls that matter to regulated organisations: closed deployment options, access management, auditability and source-cited answers.

Compliance frameworks supported by the controls

NIS2DORAGDPRMNB recommendations

Built-in access management

SSO · OIDCRBACMFA

The platform's controls can support your organisation's compliance work; the assessment of compliance depends on the specific deployment configuration and organisational processes.

Regulated sectorsEnterprise knowledge and verifiable answers
01Finance
02Insurance
03Energy
04Telecommunications
05Manufacturing
06Pharmaceuticals
07Government and public sector

Permission-controlled access · Logging · Audit trail

Reference · in production

A regulated-industry rollout on a real document estate.

Symplex processed the documents of a Hungarian grant-management company with decades of history, relating to state, EU and municipal funding — on the company's own, closed infrastructure.

30+years of documents
Several hundred thousandpages of contracts and reports
100%source-cited answers
0data left the closed corporate environment

Intelligent search

Semantic search across the entire archive, regardless of document format or wording.

Knowledge map and summaries

Uncovering relationships and producing executive-level extracts from a large document estate.

Full audit trail

Every answer can be substantiated with source citations and a traceable log entry.

The rollout path can expand gradually, from unifying the knowledge assets towards customer-facing and executive decision-support functions.

The reference is anonymised; the results shown relate to the rollout described.

New · SOC module
In development · looking for pilot partners

Too many alerts. Too few analysts.

Less noise, faster triage. The decision stays with the analyst.

Symplex correlates events from your security tools into a single incident picture. Every finding traces back to the source log line.

  • Evidence, not opinionEvery claim is backed by a log line.
  • No autopilotIsolation, blocking and account suspension only with approval.
  • Logs stay where they areRuns on your own infrastructure, read-only.
Incident summary · INC-0412Severity: High · recommendation
Source data
  1. 214 failed logins to 38 accounts from a single external IP address 1
  2. Successful VPN sign-in from the same address with account felhasznalo.17 2
  3. Unknown PowerShell process on the user's machine 3
Conclusion

Likely account compromise following a password-spraying attack ATT&CK T1110.003 → T1078

Recommendation
Suspend the account and isolate the endpointAwaiting analyst approval
ApproveModifyReject
[1] QRadar · offense 4812[2] F5 APM · VPN session[3] EDR · process tree
Illustration with fictional data
Three steps, one decision
  1. 1 · Data connectionSIEMQRadarF5ADEDR/XDRRead-only API connection to your existing tools.
  2. 2 · AnalysisCorrelation, timeline, severityFrom scattered alerts to a single incident.
  3. 3 · Analyst decisionApprove, modify, rejectThe analyst decides on the action.
Vendor-agnosticAlongside your SIEM, not instead of it.
On your own infrastructureOn-premise or private cloud.
In HungarianHungarian language, Hungarian team.
AuditableEvery decision is logged.
First scenarios

We start where most analyst time is lost today.

Endpoint malwareBrute-force attackWeb attack (WAF)Phishing reportAnomalous sign-in

The source-cited engine is already live, working in a regulated environment.

Try it in your own SOC.

  • Observer mode: touches nothing
  • Measured on your closed incidents
  • Tailored to your scenarios

In development. Capabilities will be finalised during the pilot, tailored to your environment.

SymplexEnterprise AI you can not only trust. Verifiable.

A gradual start

Start where it creates value.

Cumulative rollout steps, from the first knowledge source to company-specific integrations.

1
Step 1
START

Pilot / initial rollout

Starting with one selected data source and the core features.

  • Installing and starting the platform
  • Connecting the first data source
  • AI assistant and hybrid search
  • Basic permissions and audit
2
Step 2
SCALE

Extended rollout

Multiple data sources and custom data protection rules.

  • Connecting further data sources
  • Symplex Guard protection rules
  • Tailoring policies to your organisation
  • Synchronisation and alerts
3
Step 3
ENTERPRISE

Company-specific extension

Custom integration and workflow.

  • CRM, ERP and business systems
  • Custom connectors
  • Workflows and process automation
  • Extension to enterprise specification

The exact scope, schedule and resource needs are determined by the requirements assessment.

Frequently asked questions

Good questions to ask before we start.

Which data sources can a rollout start with?

Symplex currently supports OneDrive, Dropbox, file server, PostgreSQL, MySQL and REST API connections. The pilot's data sources are selected together during the requirements assessment — typically the one where value becomes visible fastest.

How can I verify an answer?

Every answer shows the sources used — document, page number or spreadsheet tab — so you can trace back to the original text or data with one click.

How is answer quality measured?

We load your own test questions and expected answers, and the system evaluates the answers automatically and repeatably. So before the rollout decision you can see in numbers what to expect — and after go-live you can keep tracking the change.

How does the system handle access?

Symplex offers role-based access control (RBAC), single sign-on (SSO · OIDC) and multi-factor authentication (MFA), and logs every query. The permission model is tailored to your organisation: everyone sees only what they have access to.

Where can the platform run?

Symplex can be deployed in a closed, on-premise environment or in a private cloud. The specific architecture is designed together, based on your needs and your existing infrastructure.

Does Symplex support the work of a SOC team?

The SOC module is in development; we are testing it with pilot partners in their own environments. Through read-only connections, Symplex correlates events from the SIEM, EDR/XDR, F5 and the directory into a single incident picture, where every finding traces back to the source log line. The analyst always decides on the action.

Next step

Let's look at where Symplex would create value.

Let's arrange a short requirements assessment of your organisation's data sources and goals — you can decide based on the pilot results.

01
Requirements assessmentRecording data sources, goals and success criteria together.
02
Pilot on your own dataA selected knowledge source, real questions, in a closed environment.
03
Measurement and decisionYou decide on expansion based on the benchmark results.