Microsoft Marketplace
Use MathIAs+ Structural Intelligence Studio directly through Microsoft Marketplace.
- Direct platform access
- Decision artifact plans
- Full artifact plans
- Recurring analytical executions
- Team and enterprise use
MathIAs+ Structural Intelligence Decision Artifacts
Delivered as a fully managed execution.
Discover the structural organization of a dataset through deterministic multi-K analysis. Review structural recommendations, compare alternative segmentation granularities, and evaluate reproducibility using decision artifacts generated by MathIAs+ Structural Intelligence Studio.
One Apache Parquet dataset. One managed execution. No platform deployment required.
No subscription required • Secure Stripe checkout • Complete your dataset submission when ready
Need More Than Decision Artifacts?
Get expert support for dataset preparation, feature selection and structural interpretation.
Managed Analysis Deliverables
The Managed Analysis Service provides decision and robustness artifacts generated with MathIAs+ Structural Intelligence Studio, without requiring the customer to subscribe to or operate the platform directly.
- One Apache Parquet dataset upload
- One deterministic clustering and structural intelligence evaluation performed with MathIAs+ Structural Intelligence Studio
-
Decision dashboard
(
clustering_decision_dashboard.html) -
Analytical output
(
analysis.json) -
Robustness benchmarking artifact
(
robustness.json) -
Interactive robustness dashboard
(
robustness_dashboard.html) -
Perturbation dataset supporting reproducible robustness validation
(
noise.parquet) -
Perturbation score evidence dataset
(
perturbation_score_evidence.parquet) - Email notification when results are available
The structure, purpose, and interpretation of these deliverables are described in the MathIAs+ Structural Intelligence Studio User Guide .
Equivalent decision artifacts are also available through the applicable Microsoft Marketplace plan for organizations that prefer direct platform access.
Optional Full Artifacts
Organizations that identify valuable structural signals may request additional artifacts generated from the same analytical execution, as described in the MathIAs+ Structural Intelligence Studio User Guide .
Pricing for additional managed artifacts is derived from the corresponding Microsoft Marketplace plan associated with the requested deliverables, plus a managed delivery fee.
Organizations requiring recurring executions or direct control over the analytical workflow may instead select the appropriate Microsoft Marketplace plan.
Contractual Terms
By proceeding with this purchase, the customer acknowledges and agrees to the following terms:
- The service consists of one managed analysis performed by Mathias Plus on one customer-supplied dataset.
-
Only Apache Parquet
(
.parquet) datasets are accepted. - Customer-supplied datasets are subject to the same eligibility criteria, technical limitations, acceptable use requirements, and compliance obligations as those described in the applicable Microsoft Marketplace listing .
- The managed analysis is performed using the standard service configuration: all dataset columns are treated as numeric features, feature normalization is applied, and cluster analysis is executed for K values up to and including 16. Any request for a different configuration, preprocessing approach, feature selection, parameterization, or consulting support should be submitted through the Contact Form.
- The customer confirms that they are authorized to submit the dataset and that the dataset does not violate applicable laws, regulations, or third-party rights.
- Uploaded datasets are processed solely for the purpose of delivering the requested analysis.
- If a submitted dataset is determined to be non-compliant, invalid, corrupted, or otherwise unsuitable for processing, Mathias Plus may reject the dataset and provide the customer with an opportunity to submit a replacement dataset before analysis commencement.
- Results are provided on a best-effort basis and do not constitute financial, legal, regulatory, medical, or other professional advice.
- Due to the nature of the service, payments are non-refundable once dataset processing has started.
- The customer will receive an email notification when the managed analysis results are available.
Three Ways to Work with MathIAs+
The same deterministic structural intelligence framework can be accessed through direct platform use, managed delivery, or a strategic project adapted to a specific organizational challenge.
Managed Execution
Receive decision artifacts generated by the same MathIAs+ Structural Intelligence Studio technology, with the analytical execution operated by Mathias Plus.
- No platform operation required
- One customer-supplied dataset
- Managed analytical execution
- Decision dashboard
- Structured analytical output
Strategic Projects
Collaborate with Mathias Plus on a broader structural intelligence, Responsible AI, risk, compliance, or AI governance initiative.
- Customer segmentation
- Risk analysis
- Operational Intelligence
- Compliance and controls
- AI governance