Put AI to work across SRE, data pipelines, and application support. One task at a time.
Task Intelligence classifies every task across your technology workflows, from site reliability and on-call to data pipeline ops and application support, so your teams know exactly what AI should own, what stays human, and what they do together.
Three roles in tech ops, redesigned at the task level
Every engineering team has the same operating shape: read signal (alerts, dashboards, tickets), cross-reference prior incidents and runbooks, draft a fix or response, human reviews and ships. Each role below keeps doing the work. AI takes the load on the routine tasks. Hours freed, MTTR down, same SLO envelope.
Site reliability and on-call
AI reads the alert, pulls related dashboards and recent deploys, cross-references prior incidents and runbooks, drafts the hypothesis and recommended next action. Engineer reviews the call and owns the mitigation.
Data pipeline operations
AI reads the orchestration log, pulls upstream schema diffs and recent DDL, cross-references prior on-call notes, drafts the suspected root cause and backfill plan. Engineer reviews and runs the fix.
Application support
AI reads the ticket, pulls the customer's config and recent product events, cross-references the KB and prior similar tickets, drafts the response and the suspected fix. Engineer reviews and sends.
Four workflows in a tech org, redesigned live
The roles above run inside workflows. Pick one. The redesign engine produces a before/after view in 30 seconds, tasks that collapse when agents take over, sequential steps that go parallel, net-new agent guardrails the original workflow never had.
Incident Management
Detect, triage, mitigate, postmortem. The redesign engine shows where agents own routine triage and comms, and where engineers own the judgment on rollback and mitigation.
Security Operations
Alert triage, threat hunting, response. Watch the workflow restructure from queue-driven analyst work into agent-led triage with human-in-the-loop on the consequential calls.
Identity & Access Management
Provisioning, access reviews, joiner-mover-leaver. The redesign shows how agents collapse access request + approval + provisioning into a single audit-gated flow.
Talent Acquisition
Sourcing, screening, scheduling, debrief. For a tech org hiring engineers at scale, see how agent-led sourcing and screening pulls recruiter time back to the high-judgment steps.
Where AI cowork lands first in a tech org
792 tech ops tasks where the AI takes the load and the human stays on the decision. Pulled live from our task taxonomy. The top 5 are below. 903 more are ready for full automation, expand the list to see them.
903 tech ops tasks ready for full automation›
How we work with tech companies
Co-sponsored model. VP Engineering, Head of SRE or CTO plus your platform team in the room. Sprint proves the redesign in 90 days inside one engineering function. Transformation Engagement scales across the engineering org, same observability stack, same on-call rotation, same SLO discipline.
Want an engineering-org walkthrough?
20 minutes. We pull your top three task patterns from the dataset and show you the redesign live, with your role mix and your SLO frame.
Book a time