BENALI
Proof of Concept

Daily Log Agent

A proof of concept for O'Hara's Son Roofing. Turn a superintendent's end-of-day voice note into a complete daily log, ready for JobTread and the GC.

Prepared for
O'Hara's Son Roofing
From
Benali
Date
July 15, 2026
BENALI Daily Log Agent · Proof of Concept
Current problem

Standardizing daily reporting for superintendents.

At the end of a long field day, superintendents enter the same daily report in JobTread and the GC's platform, sometimes a third system.

Duplicate data entry
The same job information is typed more than once, when the field team is finishing a demanding day during peak production season.
Details get buried
Material events, such as extra materials ordered, can sit in a log until someone opens it. Leading indicators remain in prose.
PMs hear later
A PM may not see a material event until the report is reviewed, instead of receiving a same-day signal when it matters.
No standardization
Daily logs vary from superintendent to superintendent. There is no single standard for a complete report, and superintendents who report the way OSR wants them to are hard to find.
The proof of concept

How the daily log agent works.

What this is. A production AI agent hosted in the cloud and operated by Benali. It works inside OSR's Slack and writes to JobTread through the API. Nothing for the field to install or learn.
Slack + JobTread
Step 01
Send a voice note

At the end of the day, the superintendent sends a voice note in Slack from the job site.

Step 02
Check the details

The agent checks it against OSR's Daily Log Standard and asks follow-up questions until the required details are present.

Step 03
Finish the reporting

It writes the completed log to the JobTread job and produces GC-ready copy-paste text.

Step 04
Flag material events

When something material comes up, the PM receives a same-day notification.

The superintendent remains in control of the job story. The agent gathers what is needed, prepares the reporting, and surfaces items that deserve a PM's attention.

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BENALI Daily Log Agent · Proof of Concept
Process

How we work.

01 · Map
Map the real work

Short interviews with field leaders, scheduled around field availability, define the Daily Log Standard, material events, and what success looks like.

02 · Connect
Connect and test

Benali connects JobTread through the API already included in OSR's plan, then tests the agent against real OSR logs before field use.

03 · Deploy
Run and monitor

Benali manages the proof of concept after launch. If something needs fixing, Benali fixes it.

The system runs on Benali infrastructure with zero AI-side data retention. Support logs are kept for about a week so issues can be diagnosed.

Engagement flow
Kickoff
Field leader interviews set the Daily Log Standard, the material-event rules, and the success criteria for the proof.
Build
Benali builds the agent, connects Slack and JobTread, and tests internally.
Field test
The agent is tested against real OSR logs and refined with the field leaders who set the standard.
Deploy
Superintendents start filing by voice, and the 90-day usage and support window begins.
What this solves
Single data entry

The report is spoken once, by voice, and filed everywhere it needs to go.

Complete details

The agent asks questions until every log meets the Daily Log Standard.

PMs hear immediately

Material events reach the PM the same day they happen.

The agent is the SOP

The standard lives in the agent, the same for every superintendent.

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BENALI Daily Log Agent · Proof of Concept
Investment

Proof of concept pricing.

Proof of concept
$16,500

Fixed. Includes the first 90 days of usage, monitoring, and support.

What's included
  • Field leader interviews and workflow map
  • Slack voice-note daily-log agent
  • GC-ready copy-paste text
  • JobTread connection and real-log testing
  • Daily Log Standard and material-event rules
  • 90 days of usage, monitoring, and support
After the first 90 days
$1,000 / month

All usage and management of the agent.

What it covers
  • All agent usage, inference included
  • Monitoring and log review
  • Fixes and updates as models and connected tools change
  • Support when the field needs it
Timeline 15 business days

The agent is live within 15 business days of kickoff. Field interviews happen in the first week, scheduled around field availability, and the agent is tested against real OSR logs before any superintendent uses it.

Built to stay portable. The agent is portable by design. The underlying AI model can be swapped as the field evolves, and the system can move into OSR's environment later if that is the right call. Nothing in this proof of concept locks OSR in.

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