AI at the center of operations
Comnous AI is not bolted on — it has been inside the platform from the start. Demand forecasting, dynamic allocation and anomaly detection run right inside the operational flow. Not an add-on, but the way the system works.
In brief
Comnous AI comes down to three capabilities: forecast, allocate and detect. All three run on Data Fabric (a single data layer). Stock, order, product and customer data are seen at once, and decisions are made automatically inside the operation. With Comnous AI Assistant you ask this data questions in natural language.
Forecast · Allocate · Detect
Comnous AI is built on three capabilities. All three share the same data: forecasting feeds allocation, and allocation feeds detection signals.
Forecast
predictHaROS's demand forecasting engine, Kahin, analyzes sales, historical data, live stock status and traffic to produce forecasts at SKU level. Season planning and automatic replenishment run on this forecast. You see in advance which stock will be needed, when and where.
Allocate
allocateEach incoming order is automatically assigned to the best-fit point where the stock is. Channel priority, location, stock status and shipping cost are evaluated together; the decision is made by defined rules and AI together.
Detect
detectCatches anomalies in operations in real time: short-picks, phantom stock, unusual returns or fraud signals. Price optimization works in this layer too; deviations are flagged before the problem grows.
Comnous AI working inside operations
Capabilities you use in daily operations. All run on a single data layer; no separate tool or integration is required.
Demand forecasting
Kahin produces demand forecasts by SKU, channel and location; they are updated with season and campaign signals.
Automatic replenishment
The forecast flags stock that would fall short; replenishment tasks are generated automatically without manual follow-up.
Dynamic allocation
The order is assigned from the best-fit point where the stock is, evaluating channel priority, cost and delivery time together.
Price optimization
Price recommendations based on demand, stock and channel data; they update with data instead of a fixed list.
Anomaly and fraud detection
Short-pick, phantom stock, unusual return and fraud patterns are flagged in real time.
One data layer
Stock, orders, products and customers meet in the same data. Because Comnous AI works with all of it, decisions are consistent.
Query operations in natural language
The operations assistant that works inside HaROS
Comnous AI Assistant is the operations assistant that works inside HaROS. You ask about stock, order and performance data in natural language and get answers without browsing screen after screen for a report.
You do not need to move data to a separate reporting tool. The assistant works on the same Data Fabric; everything it sees is real-time operations data.
Capabilities available today: knowledge and data
These capabilities make it easier for teams to reach corporate knowledge and to prepare operations data for target systems. Scope is determined by connected systems, user permissions and the approval rules defined at setup. They are separate from the autonomous agent vision in the roadmap and are available today.
Chat with corporate knowledge
Ask questions in natural language over your connected files and knowledge sources; the answer is given based on the relevant source.
Task-specific bots and skills
Set up assistants with knowledge scope and tools defined for different business needs.
Dataset workspace
Review and edit datasets on a table; changes are tracked with version history.
Sourced enrichment suggestions
Information taken from web addresses you specify is offered as suggestions with their source; you approve them.
Template-ready Excel preparation
Map source columns to the target template's fields, check allowed attribute values and get a downloadable draft file.
Missing field and mapping report
Reports missing required fields and mapping mismatches; shows whether the file is ready to upload.
Analysis and reports on your data
Query your datasets, see results with their scope and turn them into Excel output.
Permission and approval mechanisms
Operations in connected systems run with access rules, human approval when required and an activity log.
Usage and budget tracking
You track Comnous AI usage and its budget on dedicated screens.
Example use: from a product dataset to a marketplace template
- 1. Source and templateThe team provides a product dataset and the target marketplace's upload template.
- 2. MappingThe assistant helps map source columns to template fields and checks allowed attribute values.
- 3. GapsMissing required fields and mapping mismatches are reported; whether the file is ready to upload is indicated.
- 4. DraftA checkable Excel draft is produced; the user completes the gaps and reviews the result.
Autonomous AI agents vision
The capabilities below are on the Comnous AI roadmap. Development is ongoing; they will be added to the platform as they are completed.
Comnous Agent Studio
A layer for building AI agents that will run your operation-specific workflows on their own. Its foundation today is Comnous AI Assistant; fully configurable agent creation is in development.
Comnous Agentic AI
Assistants that do not just anticipate operations but take action on their own within the limits you define.
Frequently asked questions
Is Comnous AI part of the platform, or was it added later?
Part of the platform. Forecast, Allocate and Detect run on HaROS's single operational data layer (Data Fabric) — it is not a separate product or an add-on. AI added afterward stays outside the operational flow; in HaROS, decisions are made right inside the flow.
Which decisions does Comnous AI automate?
Decisions such as demand forecasting, automatic stock replenishment, dynamic order allocation (from the best-fit point where stock is), price optimization signals and anomaly/fraud detection (short-pick, phantom SKU, etc.) can be automated.
Is my data safe?
Yes. Comnous AI works only with your own operations data, and every decision it makes can be audited.
Is Comnous AI Assistant available today?
Yes. Comnous AI Assistant is available today; you query operations data in natural language. Comnous Agent Studio and Comnous Agentic AI on the roadmap are in development.
See AI in your own operation
In a short discovery call, let's show forecasting, allocation and detection on your own data.
Request a demo