Effortless Automated Cost Capitalization

Automatically capture capitalizable work with auditable precision. You get clean cost data while engineering stays focused on what they do best.

Effortlessly answer any question with rich, trustworthy data.

What's my Token Cost by Project ?

Create your own insights with minware's AI data models.

Create your own insights with minware's AI data models.

minware's rules-based, machine learning (ML), and large language (LLM) data models make it easy to build advanced insights without having to start from scratch.
Our models cover text classification (prompts, tickets, reviews, tool commands, etc.), cost attribution, historical timeline reconstruction, identity resolution, and more.
Easily extend or customize any model for your organization with Snowflake Cortex AI.

View and customize any data lineage step with minQL.

View and customize any data lineage step with minQL.

Easily configure metrics to fit how your organization works – no process changes required.
minware's semantic layer is fully transparent and customizable with minQL. The minQL query language offers the expressivity of Snowflake database functions in a concise syntax that simplifies joins, aggregation, and complex logic.

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Get trustworthy insights faster with our data infrastructure.
Agents are great at a lot of things – enterprise-grade data quality, performance, and security are not among them.

Automated Caching & Orchestration

The minQL engine dynamically materializes tables and orchestrates updates so your results are always fresh and fast for millions of rows.

Standard Data Modeling & Benchmarks

minware provides pre-built models for common use cases like time allocation, cost attribution, DORA workflow efficiency, Agile and more.

Vendor Data Linking & Normalization

minware normalizes and links AI usage, pull requests, tickets, and more with advanced heuristics for unstructured relationships.

Error Handling & Recovery

minware handles errors caused by vendor API issues, schema updates, data anomalies, and more so your data is available 24/7.

Identity Resolution

minware reconciles names, emails, and user IDs across all vendors and matches them to multi-level team structure from any source.

Role-Based Access Control

Easily control team and individual data access permissions for minware users based on their role and team membership.

On-Premise Ingest Agent

For added security, the on-premise ingest agent runs locally and uploads data to minware. You maintain full control over keys and data.

AICPA SOC 2 Type 2 Certified

minware is SOC 2 Type 2 compliant. Learn more and access the full SOC 2 report from our security documentation.

Frequently Asked Questions

Can minware automate the accounting for software development costs across CapEx and OpEx?

Yes. minware distinguishes capitalizable vs. expensed effort using Git and Jira metadata, helping organizations manage CapEx vs OpEx software development classification without manual effort.

Does minware support effort estimation and software development cost forecasting?

Yes. minware tracks actual throughput, developer allocation, and time spent on bugs, rework, and new features. These insights improve development cost estimation and rolling forecasts.

How does minware support software project cost management?

minware shows how much time and effort are spent on each epic, feature, or business unit. These cost metrics in software engineering help control overages and improve budgeting.

How does minware handle time tracking without manual input?

minware infers time spent on each ticket based on developer behavior across Git, Jira, and CI/CD, enabling accounting for software development costs without time sheets.