Authentication
AWS Cognito 'Sign in with Squark' — your team uses their own Squark accounts, never shared API keys. Enterprise sign-in aligns with the identity provider your organization already runs.
Isolation
Credentials scope per user and per organization. Tokens are encrypted at rest and rotated automatically. Every call is attributable to a specific user in a specific org — no shared service accounts.
Data boundaries
Donor data never trains foundation models. The assistant asks; Squark computes. Payloads returned to the conversation are the model's own predictions and explanations — not raw records exported to a third-party model provider.
Supervision
Human-in-the-loop by default. The assistant proposes; your team approves every consequential step — data registration, model configuration, scoring, and delivery. An expanded autonomous tool set exists for teams that opt in.
Tooling
17 curated tools spanning the full pipeline: register data, choose the outcome to predict, build the model, score a separate file, retrieve ranked results, explain the drivers behind any individual score. Each tool has a defined contract; the assistant cannot invent one.
For IT & security
Questions your IT team will ask
Is our donor data safe?
You sign in with your own Squark account (AWS Cognito). Credentials isolate per user and per organization, encrypted at rest, tokens rotating automatically. Donor data never trains foundation models — the assistant asks; Squark computes.
Is this a chatbot on top of dashboards?
The opposite. The real engine is exposed as tools the assistant reads, writes, and executes. It never invents a score; every number comes from a model built on your data.
What can it actually do?
The full pipeline: register any dataset, choose the outcome to predict, build the model automatically, score a separate file, retrieve ranked results, explain the drivers behind any individual score.
What does the AI decide on its own?
Nothing consequential. Launch configuration is supervised: the assistant proposes, you approve. (An expanded autonomous tool set exists for teams that want it.)
Where does authentication live?
AWS Cognito, under your organization's Squark tenancy.
Can we scope which tools are exposed?
Yes — launch configuration is a supervised, curated tool set; scoping is part of onboarding.