Calls
As soon as a call ends, voice is transcribed and key decisions and to-dos are generated within the same work session.
From conversations to operations.
AI agents take part in your everyday work.
Remote meeting started
[1:02] Tomorrow's channel orders just landed. Three files, three formats.
xlsxwalmart_0816.xlsxcsvtarget_0816.csvpdftraderjoes_0816.pdf
They understand what is said in meetings, calls and chat, and handle the repeating work first, like order consolidation, stock checks and task assignment. You review what they prepared, and put your attention on the decisions that matter.
Operational memory
Every conversation becomes operational memory.
Last month's ops review, last week's driver call, today's run data. AI connects what is scattered into one map of what happened, why, and what you already decided.
Jul 12Ops reviewTopicSomeone mentions mornings run late more often than the rest of the day.
- Jul 28Driver callTopic
"We keep waiting at the loading bay."
- Aug 1Run dataTopic
Delays cluster between 9 and 11 in the morning.
Aug 5Weekly reviewDecisionAdd one loader to the morning shift.
- Aug 7TodayDecision
Move the first dispatch 20 minutes earlier.
A conversation from last month and a decision from today become one piece of operational knowledge.
No matter how you communicate, work converges into a unified execution workflow.
Whether via calls, meetings, or chats, Markhub AI automatically extracts key decisions, assigns owners, and creates actionable operational tickets.
In-Person Meetings
Record the room, and AI analyzes the context to automatically identify decisions and assign task owners.
Team Chats
Even amidst lengthy chat threads, AI extracts core agendas and organizes them into a single operational object (Mark).
Regardless of the communication channel, every conversation transforms into a standardized execution pipeline.
- Conversation
- Decision
- To-do
- Owner assigned
- Execution
- Memory
Talk → Context → Decision → Outcome
Markhub AI goes beyond simple summarization. It reads your knowledge and operational data to guide decisions that maximize profit.
- 01TALK
Natural Team Conversations
You never have to address an agent. AI picks up the calls, meetings and field audio your team already has, and prepares what comes next.
- 02CONTEXT
Integration with Existing Business Data
Conversations merge seamlessly with the performance records and operational data your company already tracks. No new systems required.
- 03DECISION
Root Cause Analysis & Actionable Decisions
AI pinpoints root causes from conversation and data, automatically proposing next steps and assigned owners that maximize both profitability and operational efficiency.
- 04OUTCOME
Compounding Operational Memory
Decision logic is saved as organizational memory, permanently eliminating repeated inefficiencies.
Conversation reveals the cause. Data provides the proof. Only by connecting both can you identify inefficiencies in real time and act immediately.
Why Markhub
ERP only logs numbers; AI notes only transcribe text. Neither drives the decision-making and management that execution needs.
| ERPOperational systems | AI notesAI meeting notes | MarkhubOperational AI | |
|---|---|---|---|
| Quantitative operational data analysisRevenue · performance · metrics | |||
| Field conversation and context analysisCalls · meetings · chat | |||
| Understanding what happenedOutcome | |||
| Understanding why it happenedContext | |||
| Automated action items and owner assignment | |||
| Institutionalizing decision logic |
No need to replace your existing tools. Markhub integrates on top of your current stack, analyzing data and conversations together.
Don't toss out the tools you use. They become part of the mark·hub too.
No need to break your flow. Keep going as you were.
Era of Execution
Teams don't need more summaries. They need execution.
A summary ends when you finish reading it. Execution stays. In Markhub, people and AI agents pick up work from the same queue.
3-minute demo
Three minutes is enough.
In the age of AI, the workspace has to change too.
Conversation becomes the team’s execution.
Summary apps, todo apps, every kind of productivity tool. There's so much for a person to do. And so much to learn. In Markhub, just talk.
Communication → Execution.