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Built for environments where being correct matters

ResAI is built for environments where every AI-assisted decision has to hold up the moment a question is asked. That changes what an AI platform has to do. Ground every answer in source data. Log every action. Keep sensitive data sensitive by default. ResAI does these things by architecture.

The composition

What makes ResAI different

General AI assistants return answers ResAI composes your context, executes the workflow, routes the output to the right reviewer, and writes the audit trail. Every output carries its evidence.

01

Specificity at scale

Context, not prompts, configured once and applied everywhere

  • Grounded in your standards, terminology, and approval paths
  • Reused across every question, automation, and review
  • Specific to your institution, not generic best practice
Saved queries
Contracts up for renewal next quarter
Summarise this month's incidents
Vendors flagged in last review
Reasoning trace
Resolved scope to selected datasets
Cross-referenced contract and vendor records
Applied 90-day window from your policy
Ranked by renewal value
02

Workflow, not answers

Outputs delivered inside the operational workflow they belong to

  • Routed to the right reviewer automatically
  • Integrated with the systems where decisions are made
  • Aligned to your existing approval paths
Approve Q2 operations summaryHIGH · OVERDUE

Quarterly review compiled across 12 sources. 8 items cleared, 3 flagged for follow up, 1 escalated to operations lead.

Operations teamQuarterly reviews
AcceptRequest changes
Routed by ResAI · scheduled quarterly review
03

Audit trail of the operation

Every output carries its evidence, logged where it can be exported

  • Source records that grounded the output
  • Rules and policies that bounded the response
  • Reviewer decisions attached to each case
Activity stream · live
14:42:08
Today
QUERY
Asked "contracts up for renewal next quarter"
Returned 1,324 records · 4 sources cited
14:38:22
Today
AUTO RUN
Threshold alert triggered
Routed to reviewer queue · region north · cycle 3
14:15:47
Today
REVIEW
Approved weekly operations digest
3 flagged items reviewed · signed and routed

One platform, many ways to use it

ResAI is designed for simplicity. Connects directly to operational workflows and data via API or MCP integrations. Interface through a web app, Microsoft 365, or any LLM platform.

ResAI surfaces — Console, REST API, MCP, Microsoft 365
Same engine. Every surface, Built-in or built by you.

What you can do with ResAI

Ask

Ask questions about your operational data

Type the question. Get the answer in plain language. Every response is grounded in the records that produced it, with the source available the moment a question is asked. No SQL. No BI ticket queue. No waiting a week for a chart that never quite answers what you needed.

resai.app / ask
»How many overdue inspections do we have across all sites this quarter, and which sites are driving the backlog?
47 inspections are currently overdue across 12 sites. Three sites — Site B-04, Site C-11, and Site A-02 — account for 28 of them (60% of the backlog). Median delay across the cohort is 14 days; the long tail at Site B-04 stretches to 31 days.
Grounded ininspections_logsite_registrysop_v3
Automate

Automate the work that doesn't need a human

Set up the routine work to run on its own. Pull data from your source systems on a schedule. Validate it against your standards. Send an alert when something needs attention. Route outputs to the right reviewer for sign-off. Publish curated datasets where your team already works. Free up your analysts for the questions that need them.

automation · scheduled · daily 06:00
PullFrom your source systems on a schedule
ValidateAgainst your standards
AlertWhen something needs attention
RouteOutputs to the right reviewer for sign-off
PublishCurated datasets where your team already works
Dashboard

Build dashboards by describing them

Describe the view you need. ResAI builds it, refreshed on demand or on a schedule, grounded in source data, ready to share with your team, your board, or your auditor. No ticket. No backlog. The dashboard reflects the question you actually asked.

dashboards / new
Show inspections completed by site over the last quarter, with a KPI for total and a delta vs. previous quarter.
Inspections completed by site
Q1 — by week
Total · Q1
312
▲ 14% vs Q4
Datasets refreshed
28
on schedule
Top sites by completion
Site A · 64Site B · 51Site C · 47
Grounded ininspections_logsite_registry
Review

Keep humans in the loop where it matters

Outputs that need a human eye route to the right reviewer for sign-off. Approve, return with feedback, or refine. Every decision logged. Every change traceable. Every output defensible the moment it leaves the system.

review queue · 4 pending
Pending review
Q1 inspection summary — Site B
pending· assigned to M. Chen
Cardiac registry extract
in review· assigned to S. Patel
Training debrief — Sim 412
refining· assigned to R. Diaz
Weekly SOP exception report
pending· unassigned
Q1 inspection summary — Site B
pending
47 overdue inspections across 12 sites this quarter; Site B-04 accounts for 14 (median delay 21 days). Recommended action: escalate per SOP §4.2. Source: inspections_log · sop_v3
14:02systemgenerated draft
14:18m.chenopened for review
14:21m.chenrequested clarification on Site B-04
Audit

An auditable trail by default

Every query. Every automation run. Every review action. Every dataset access. Logged, owned by you, available the moment a question is asked. The audit trail is how you'd want to do it anyway, except it's already done.

audit · last 24h · owned by tenant
Audit log — last 24h
TimeActorEventTargetStatus
14:21:08m.chenreview actioninspection_q1_site_brequested clarification
14:18:42m.chendataset accessinspections_logread
14:02:11systemautomation runq1_summary_pipelinecompleted
13:47:55s.patelquerycardiac_registryok · 3 sources
13:32:02r.diazdataset accesssim_telemetry_412read
13:18:41systemautomation runsop_validator3 alerts routed

Ready to see ResAI in your organization?

Request access and we will schedule a governed pilot mapped to a specific workflow in your organization.

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