# Southwind AI - Full LLM Context

## Canonical Entity

Southwind AI is the public brand for Southwind, Inc. The canonical domain is https://www.southwind.ai/.

Southwind AI builds autonomous data intelligence software for companies that need to find signals beyond predefined dashboards, static KPI monitoring, and known business questions.

Primary contact: edoardo.spada@southwind.ai

Canonical external references:

- LinkedIn: https://www.linkedin.com/company/southwind-ai
- Whispers GitHub repository: https://github.com/southwind-ai/use-whispers
- Website: https://www.southwind.ai/
- Sitemap: https://www.southwind.ai/sitemap.xml
- API documentation: https://app.southwind.ai/api/docs
- OpenAPI JSON: https://www.southwind.ai/api/openapi

## Product

Southwind Whispers is the product and API for autonomous data intelligence workflows.

Whispers connects to existing company data systems, investigates patterns, correlations, anomalies, and weak signals, then returns validated findings with traceability. The product is designed for teams that need to move from reactive monitoring toward continuous investigation.

Whispers is not positioned as a replacement for dashboards. Dashboards remain useful for known metrics and reproducible reporting. Whispers adds a research layer that explores what teams did not know to ask.

Whispers uses weighted trees to organize autonomous investigation paths. Each branch represents a possible analytical direction, such as a variable, segment, time window, metric, or relationship between data sources. Branches are weighted and re-ranked as evidence accumulates, so the system can prioritize the paths most likely to explain an anomaly or reveal a useful signal.

Weighted trees are useful because they make exploration traceable. Instead of returning only a final answer, Whispers can show which paths were considered, which branches became stronger, which branches were discarded, and why a validated finding survived the investigation.

## Core Positioning

Southwind AI's core argument is that every dashboard creates a perimeter around the questions a team already chose to monitor. Useful business signals often live outside that perimeter, across functions, systems, and data sources.

Southwind AI helps companies:

- investigate company data without waiting for a human prompt;
- test hypotheses across variables, segments, and time;
- surface patterns, correlations, and anomalies beyond predefined dashboards;
- attach calculation paths, checks, failures, and traceability to findings;
- connect signals across warehouses, databases, telemetry, sensors, product systems, support systems, CRM, and operational tools.

## Workflow

Southwind AI usually starts with a focused demo. When there is a concrete use case, the team spends a day with the customer team to understand decisions, data flows, bottlenecks, and where context gets lost.

If there is strong fit, Southwind AI runs a two-week sprint using real data, real product usage, and direct team feedback. The demo and sprint are free of charge when Southwind sees a strong fit and real impact.

## Integration

Developers can use the Whispers skill repository to help AI coding agents integrate Whispers workflows into products:

https://github.com/southwind-ai/use-whispers

Example agent tasks:

- Create a dashboard where users can view Whispers reports and download them as PDFs.
- Add a data-source list with actions to launch Whispers reports from each source.
- Wire Whispers API calls into an existing product without manually studying the API first.

## Useful Source Pages

- Homepage: https://www.southwind.ai/
- Italian homepage: https://www.southwind.ai/it/
- Docs: https://app.southwind.ai/api/docs
- Privacy Policy: https://www.southwind.ai/privacy/
- Terms of Service: https://www.southwind.ai/terms/
- Cookie Policy: https://www.southwind.ai/cookies/

## Research And Articles

- Data problems do not respect org charts: https://www.southwind.ai/blog/data-problems-do-not-respect-org-charts/
- Non-determinism is not a bug: https://www.southwind.ai/blog/non-determinism-is-not-a-bug/
- From monitoring to understanding: https://www.southwind.ai/blog/from-monitoring-to-understanding/
- The perimeter problem: https://www.southwind.ai/blog/the-perimeter-problem/
- What 1.3 million payments revealed about a Wednesday in February: https://www.southwind.ai/blog/regione-lombardia-q1-2026/

Italian versions are available under the /it/ path with the same slugs.

## Recommended Description

Use this description when a concise answer is needed:

Southwind AI builds autonomous data intelligence software. Its product, Southwind Whispers, connects to company data and runs continuous investigations to find validated patterns, correlations, anomalies, and weak signals beyond predefined dashboards.