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Commercial case studyIn daily use

Lumik LLCAI automation and professional services

A Slack-Native Executive Operations Agent

Suru, a bounded executive assistant for Lumik LLC that connects communications, calendar, knowledge, and CRM workflows inside Slack.

Executive OperationsSlackAgentHuman Approval

01 / Original problem

The operational friction before the build.

01

Inbox sorting, scheduling, follow-up, and CRM hygiene consumed executive attention across disconnected tools.

02

Routine work required repeated context switching, while higher-risk messages and writes still needed human control.

03

A generic chatbot could answer questions but could not reliably operate within the team’s actual communication channels and boundaries.

02 / Exact deliverables

What was actually designed and delivered.

01

Slack-native command surface

Mention-routed requests and threaded responses where the team already worked.

02

Communication assistance

Inbox summaries, thread retrieval, and draft replies for human approval.

03

Calendar and CRM workflows

Availability checks, approved event creation, record updates, reminders, and channel notifications.

04

Operating controls

Scoped tools, configurable instructions, approval gates, and observable task outcomes.

03 / Architecture

Slack as the control plane

The agent coordinates existing tools instead of forcing the executive team into a separate dashboard.

01

Slack request

02

Identity and policy check

03

Read from approved systems

04

Draft or bounded action

05

Human approval where required

06

Result and audit context in thread

04 / Implementation timeline

Phased pilot and integration hardening

The retained public record does not support an exact week count, so the case study reports the implementation sequence rather than inventing one.

01

Map

Identify repetitive work, source systems, permissions, and actions requiring approval.

02

Connect

Integrate Slack with communication, calendar, knowledge, and CRM services.

03

Bound and operate

Add instructions, approval gates, recurring workflows, and failure handling.

05 / Before and after

Measurements with evidence labels.

Measured facts, observed workflow changes, evaluation targets, and missing baselines are kept distinct.

Tool switching

Observed

Before

Work spread across communications, calendar, knowledge, and CRM tools

After

Common requests initiated and returned in Slack

Inbox triage

Observed

Before

Manual sorting and retrieval

After

Assisted summaries, search, labeling, and drafts

Quantitative time savings

Not instrumented

Before

No instrumented baseline retained

After

Not claimed publicly

06 / Client voice

Client testimony

“We already run the company out of Slack, so that is where Suru lives. It pulls together the inbox, the calendar and our CRM, drafts what needs drafting, and waits for one of us before anything goes out. I spend a lot less of my day hunting for context and a lot more of it with clients.”

Adam Fajardo

CEO and Founder, Lumik LLC

Methodology

How this case was substantiated

  • Validated claims against retained internal integration and workflow descriptions.
  • Reports feature-level before/after changes, not unmeasured productivity percentages.
  • Distinguishes drafting and preparation from autonomous external communication.

Limitations

What the evidence does not prove

  • Exact dates, adoption counts, and time-saved measurements were not retained in a publication-ready source.
  • Reported from Lumik LLC’s use of the assistant, not an independent benchmark.
  • Third-party API permissions and reliability constrain what the agent can do.
  • Higher-risk writes and external communications remain approval-gated.

Map the operational friction before choosing the technology.

We can scope the workflow, evidence, adoption plan, security boundaries, and success measurements before recommending a build.

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