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Inference Wire

What happened in AI today, explained in 5 minutes.

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Legal·AI Consulting & Strategy·8 Weeks

Hargrove & Solis

Cutting lien compliance from 9 days to 36 hours

Hargrove & Solis handled over 280 active construction payment disputes across three offices, and the volume of filing deadlines was growing faster than their team could track. We came in to assess their workflows, deploy the right AI tools, and train the team to manage lien compliance without the manual grind.

36 hours

Matter Compliance

88 hours

Hours Reclaimed

1 in 51

Missed Notices

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Hargrove & Solis case study hero
“Filings are clean, deadlines don't slip, and my team handles twice the matters.”
EP

Emma Phillips

Managing Partner, Hargrove & Solis

Before

9 day manual lien review, 22 lost hours weekly to rechecking, 1 in 7 matters with missed notices

After

36 hour AI assisted review, 88 hours reclaimed weekly, 1 in 51 missed notice rate

Narrative

The full story.

The Challenge

Every construction payment dispute required paralegals to check notice deadlines, lien waivers, and pay applications against rules that changed from state to state, a process that averaged 9 days per matter. The firm was losing an estimated 22 hours per week to rechecking deadlines and pulling documents again as projects crossed state lines. The operation was strong but the compliance load was growing faster than the team, and they needed a partner to figure out where AI fit into work that depended on getting every deadline right.

What We Built

We started with working sessions alongside the legal team, walking through the full cycle from first notice through final filing. We deployed an AI document review tool and a deadline tracker, then trained 16 paralegals and 5 attorneys through hands on workshops built around multi state lien work. Within 8 days, the team was clearing compliance reviews at full speed on the new tools.

Results

36 hours now covers what used to take 9 days of compliance review per matter. 88 paralegal hours per week came back to the firm from manual deadline tracking and waiver checks. Missed filing notices dropped to 1 in every 51 matters, down from 1 in every 7 before. The engagement paid for itself in 6 weeks, recovering $143K in billable value over the first year.

Technical proof

How it was built.

Implementation details and the stack behind the delivery.

Implementation highlights

Key engineering decisions from this project.

Full engagement from kickoff to running operations in 5 weeks
AI tools deployed across all three office locations
21 staff members trained through 4 hands on workshops over 10 days
Moved from first conversations to live tool use in 16 days

Stack snapshot

Tools and platforms used in the delivery.

CoCounselLevelsetMicrosoft Power AutomateGoogle Looker Studio

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