Trusted at scale by
Teach it once. Everyone gets the skill.
PromptQL learns by being corrected. It starts from the context already scattered across Slack, docs, tickets, CRM, and warehouse tables, and on every task it shows its work — the sources it pulled, the assumptions it made.
Correct it once, or pull in the teammate who knows. That becomes shared context: a reusable skill (“exclude test accounts from revenue”), team knowledge, or a semantic-model change.
data
skills
tickets
crmThe fastest way to maintain context is to
stop asking people to maintain context.
Nobody wants to update the wiki. Everyone wants their work done.
PromptQL turns that to its advantage: the person who hits missing context has the reason to fix it, right in the flow. Their correction becomes cited, scoped knowledge the next session can use.
Context compounds from real work instead of decaying in a wiki nobody opens. Every task is a chance to teach the system.
Real wiki-contribution stats from our own use of PromptQL, across a team of 70.
Bootstraps shared context in 60 seconds
- Knowledge
- Skills
- Semantic layer
Suggests context updates as people work
- Capture new context
- Link context
- Prevent context rot
- Capture ambiguity and conflicts
Wikipedia-like operating model
- Easy for non-technical and technical users
- Citations to real work
- Revision history, audit trails & editorial controls
- Notifications on changes, page creations and deletions
AcmeCorp
AcmeCorp is a strategic enterprise account with shared finance, product, and customer-success coverage. Revenue for board reporting is sourced from netsuite.arr_monthly rather than analytics.revenue_legacy.[1]
Current renewal planning combines ARR health with churn signals from the Acme workspace, including inactive-user trends and recent risk signals surfaced in customer threads.[2]
Customer-facing pages can be shared directly with Acme collaborators, while internal playbooks and escalation notes stay scoped to PromptQL teams.
Govern with scopes
- Easily handle external, confidential & personal use-cases
- Scopes hold end to end: retrieval, creation & update
- Proven with external users (eg: customers), finance & HR teams
- Granular view & edit control
- Bulk operations to make rapid changes
The vibe shift
Our team moved off Slack entirely.
We're not saying you should. But we did. And this is what it actually feels like.