Ⱍ ANT · Digital Twin / Operator Augmentation

A digital twin for expert work.

ANT builds czak systems that learn the domain, tools and dependencies required for work, then extend a specialist’s, manager’s or business owner’s capacity to analyse, decide and execute.

Describe your problem

mesh-ai turns a czak into an operating work system.

It connects domain context, tools, tasks and operational memory so that a czak does not stop at answering inside a chat window. The result is a system that operates across an agreed domain under human control.

How it works

  • we map the process, data, tools and human decisions
  • we connect the required systems and knowledge sources
  • we run the czak in the customer’s selected environment
  • we measure the work and expand scope without losing control

Who it is for

For domain owners, not prompt collectors.

For specialists, managers and business owners responsible for a continuous area of work spread across people, documents and systems—and seeking to extend their own capacity.

Availability

Deployments are available now.

We start with a concrete problem. We select the czak scope, runtime, integrations and autonomy boundary, then launch a first useful version inside the agreed process.

In the form, describe the area of work the czak should help operate with your team.

Discuss a deployment

Bring the problem. We build a czak for the entire domain.

You are not buying another chat interface or a point automation. We define the domain, human decisions and required integrations, then deploy the czak as a persistent work system.

available project-by-project

Runtime

A czak can run on customer hardware, VPS or cloud, or in an environment operated by ITm8. We select a shared, dedicated or sovereign/isolated profile around data, isolation, region, keys and egress.

models and MCP by project · A2A in development

Engine

We provide a managed model under a subscription or integrate a customer-approved model and account. MCP connects the czak to tools, resources and context. We are developing a bounded, recorded A2A profile for agent collaboration.

Connectors

Connect a czak wherever your company already works.

If a system exposes an API, webhook, database, queue, files or a user interface, we can integrate a czak into its operation. These are integration surfaces, not a catalogue of prebuilt plug-ins.
available pathproject integration

Web, CMS and commerce

  • web
  • WordPress
  • WooCommerce
  • Shopify
  • Webflow
  • Magento
  • PrestaShop
  • Shoper
  • IdoSell
  • BaseLinker
  • Allegro
  • forms
  • portals
  • customer panels

Business systems

  • SAP
  • Dynamics 365
  • Salesforce
  • HubSpot
  • Pipedrive
  • ServiceNow
  • Zendesk
  • Comarch ERP
  • enova365
  • ERP
  • CRM
  • WMS
  • TMS
  • accounting systems

Documents and data

  • Microsoft 365
  • Google Workspace
  • SharePoint
  • OneDrive
  • Google Drive
  • Dropbox
  • Notion
  • Airtable
  • PostgreSQL
  • MySQL
  • BigQuery
  • PDF
  • DOCX
  • XLSX
  • CSV

Development and IDEs

  • GitHub
  • GitLab
  • Forgejo
  • Bitbucket
  • Jira
  • Linear
  • VS Code
  • JetBrains
  • repositories
  • CI/CD
  • REST
  • GraphQL
  • terminal

Messaging and collaboration

  • Telegram
  • Slack
  • Microsoft Teams
  • Discord
  • Mattermost
  • Rocket.Chat
  • internal messengers

Email, voice and customer communications

  • email
  • Gmail
  • Outlook
  • Exchange
  • WhatsApp Business
  • SMS
  • Twilio
  • VoIP
  • PBX
  • contact centres

Infrastructure and automation

  • AWS
  • Azure
  • Google Cloud
  • Cloudflare
  • Docker
  • Kubernetes
  • Jenkins
  • GitHub Actions
  • n8n
  • Make
  • Zapier
  • queues
  • webhooks
  • schedules

Capabilities

We do not automate one click. We extend the capacity of an entire function.

A czak receives the capabilities, data and tools appropriate to the team’s responsibility. It can carry work across systems and stages, prepare decisions and execute agreed actions—while people retain direction and control over binding decisions.

Leadership and controlling

One current account of what is happening across the company and where a decision is required.

  • management KPIs and reporting
  • what-if scenarios
  • decision briefs with risk
  • decision owners and deadlines
  • cross-functional dependencies

Finance and accounting

Coherent financial flows instead of manually rebuilding the picture from banks, invoices and spreadsheets.

  • invoices, e-invoicing and documents
  • account and payment reconciliation
  • anomaly and gap detection
  • cash flow, payables and receivables
  • management and audit reporting

Sales and marketing

A pipeline operated as a process, not a collection of forgotten CRM records.

  • lead research and enrichment
  • qualification and prioritisation
  • proposals, follow-up and CRM hygiene
  • market, competitor and tender monitoring
  • campaign operations and performance

Customer service and operations

Every request becomes a managed case with context, an owner and a next step.

  • omnichannel intake and classification
  • cases, files, SLAs and escalation
  • workforce and resource scheduling
  • documents, contracts and communications
  • field operations, suppliers and procurement

People, recruitment and workforce

Less manual coordination and more time for decisions about people and work organisation.

  • candidate and document intake
  • onboarding and offboarding
  • rostering, absences and coverage
  • training, permissions and compliance
  • people analytics and workforce planning

Legal, compliance and administration

Obligations, documents and deadlines managed systematically before they become problems.

  • contract and obligation registers
  • deadlines and renewals
  • policies, evidence and audit trail
  • due diligence and evidence packs
  • applications, forms and proceedings

IT, product and security

Persistent product delivery and operating capacity—from plan to secure release.

  • discovery, backlog and architecture
  • implementation, tests and code review
  • CI/CD, releases and documentation
  • infrastructure, observability and incidents
  • security controls and remediation

R&D, data and analytics

Research moves from a question to reproducible evidence and a business decision.

  • research and evidence synthesis
  • experiment design
  • data pipelines and enrichment
  • models, analysis and reporting
  • grants, reporting and settlement
commercial model

Implementation + subscription

The implementation fee covers domain discovery, integrations, launch and autonomy boundaries. A subscription may cover the engine, environment, maintenance, monitoring and support.

infrastructure

At the customer or with us

We can operate in customer-controlled infrastructure or an environment managed by ITm8. The agreement records operator, data location, isolation and responsibility.

project-delivered controls

Security and compliance

Encryption, vaults, least privilege, sandboxing, records and HITL are selected around risk. Architecture may support GDPR, EU AI Act, NIS2 and ISO mapping; this is not automatic certification.

the shared experience layer is included in the czak subscription

You are not buying an isolated agent. You are getting a czak that lives in the Mesh.

A developer working with a bare model solves a problem inside one session. A specialist working with a czak can draw on abstract knowledge about problems and solutions accumulated across the Mesh—without sharing customer documents, secrets or data.

01

The problem stays with you

The czak works with local context, data, tools and memory. Source material does not leave the environment merely because the Mesh exists.

02

Only the abstraction reaches the Mesh

When policy allows it, the czak describes the problem class, constraints, invariants and intended outcome—without disclosing customer identity or protected material.

03

The Mesh returns collective experience

The czak can receive a proven solution pattern, comparison of approaches, input from other czak systems or a reusable artefact: capability, template, code, adapter, knowledge pack or process.

Access to this shared experience layer is included in the same czak subscription, not sold as a separate product for every problem. Environment policy still decides whether escalation is permitted; applying a solution remains under human control.

Still unsure where to start? Choose a ready deployment pattern.

Each pattern starts with a concrete process, integrations, authority, escalation rules and a measurable outcome. czak build can be ordered today; the remaining entries show the next packages in preparation and their planned availability.

end-to-end IT deliveryavailable today

czak build

End-to-end IT delivery. One accountable operator.

From business objective and architecture through code, tests and integrations to deployment, documentation and continued iteration. czak build can deliver a complete project or multiply the throughput of an existing team—without staffing every discipline for each initiative or outsourcing the full context to a software house.

unified intake & caseworkplan · target: late 2026

czak desk

Not an inbox assistant. An operator for the entire case.

Email, messaging, forms, calls, invoices, documents and contracts create one continuous intake. czak desk is intended to identify people, intent, commitments and risk, connect material into living case files and carry each matter from first signal to closure. It does not merely suggest replies: it preserves full context, discusses strategy with you, tracks deadlines and executes the next authorised steps.

finance operationsplan · target: early 2027

czak ledger

Finance stops being a collection of disconnected documents.

It is intended to connect documents, e-invoicing and authorised banking data into one view of obligations, receivables and liquidity; reconcile flows, detect anomalies, track missing information and prepare recommendations. Binding operations will remain behind a human gate.

R&D & fundingplan · target: early 2027

czak research

From hypothesis to evidence, funding and settlement.

It is intended to find programmes, assess fit, prepare application material, maintain requirements and evidence, support research design, and track reporting and settlement. Scientific claims and submissions will require human approval.

Tell us what you need