> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kaireonai.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Roadmap

> Forward-looking view of what's actively being worked on, what's queued, and what's intentionally deferred. Not a contract — priorities shift as we learn from pilot deployments.

This page captures the forward-looking roadmap for KaireonAI. It is not
a delivery contract — dates are deliberately omitted and priorities
shift as we learn from pilot deployments.

For what's already shipped, see the [changelog](/changelog). This page
was last reconciled against the codebase on **2026-07-03** — every item
below was verified as genuinely not yet built.

***

## Near-term (active backlog)

### Custom dashboard builder

A drag-and-drop dashboard composer where operators pick widgets (KPI
card, time-series chart, table, heatmap) from a palette and bind each
to a data source. Today's dashboards are fixed, config-driven pages;
there is no Dashboard entity in the data model. This also unblocks the
`dashboard` share-link kind (see below) and closes the loop started by
the dashboard **Export** and **Save as Report** affordances — any
custom dashboard instantly becomes a scheduled report.

### `dashboard` share-link kind

Public share links shipped for report runs and decision traces
(`/api/v1/public/shares/[token]`), but the `dashboard` kind currently
resolves to nothing because dashboards aren't persisted entities.
Either wire it to the dashboard builder above or remove the option
from the share dialog until then.

### Slack / Teams click round-trip in production

Interactive buttons render in both adapters and the HMAC-verified
callback receiver is live (`/api/v1/notifications/interactions`), but
completing the loop requires registering a Slack App (for
`X-Slack-Signature` callbacks) or a Teams Workflow per deployment.
This is operator configuration, not code — a setup runbook per
provider is the remaining work.

### Operational error tracking for background workers

The outbox publisher and background workers log failures via the
structured logger only. Adopting the error-tracking pattern
(Sentry-style capture with correlation `errorId`s surfaced in
responses) across worker paths is queued.

***

## Mid-term

### Scheduled screenshot-style dashboard PDFs

Current exports are **data-driven** — the runner regenerates the
report from the underlying data sources at run time. Complement this
with **layout-capture** PDFs that mirror the dashboard's rendered UI
pixel-for-pixel. Useful for executive packs where the rendered
visualisation is the deliverable.

### Python-native GBM training

Weight-of-evidence binning and target encoding run TypeScript-side and
bridge into gradient-boosted training. A Python-native trainer would
simplify large-dataset training on the ml-worker, at the cost of
maintaining the preprocessing logic twice — deferred until dataset
sizes demand it.

### CDK modules

Terraform modules for EventBridge and App Runner shipped
(`terraform/modules/`). CDK equivalents are queued for teams that
standardise on CDK.

### Horizontal scaling for AI mutation previews

The AI assistant's preview→approve flow stores pending mutations in
process memory, which is correct on the current single-instance
deployment. Scaling the API tier horizontally requires moving the
pending-mutation store to Redis so an approval can land on any
instance.

***

## Parked / future

Intentionally deferred. Listed so there's no ambiguity about what we're
not working on — if any of these become a hard blocker for a pilot, let
us know and we'll re-prioritise.

### Mobile SDKs

Native iOS / Android SDKs for client-side Recommend + Respond. Parked
until we see meaningful pull from mobile-first pilots; the REST APIs
are fully usable from native HTTP clients today (Python, TypeScript,
CLI, and Postman collections ship in `sdks/`).

### Shared read-only demo tenant

A single always-on tenant with pre-loaded decisioning scenarios so
prospective users can evaluate the platform without creating an
account. Parked until user volume on `playground.kaireonai.com` makes
the read-only sandbox cost-effective to maintain.

### Full i18n rollout

The i18n foundation is in place — locale message catalogues (en, hi)
plus the next-intl configuration — but per-page wiring has not
started: no page currently calls the translation hooks. Parked until
we have an identified non-English pilot; the effort is mechanical but
sizeable.

### Repository splits: `kaireon-py` and `decisioning-bench`

The Python SDK (`platform/integrations/python/`) and the open
decisioning benchmark (`tools/qa/decisioning-bench/`) are planned to
graduate to their own repositories (with PyPI / GitHub Pages
publishing respectively) as part of the open-source launch. They
remain in-repo until then.