AI Internal Tools Remote 6 weeks

Built an AI-powered ops dashboard that cut a 30-person team's manual review time by 78%

A growth-stage company had 30 ops analysts manually triaging customer transactions. We built an LLM-assisted review console with human-in-the-loop controls — same accuracy, a fraction of the time.

Client identity withheld. All figures, timelines, and tactics are from a real engagement.

The numbers

What changed in 6 weeks.

Avg review time per case

-78%

Before: 4m 12s→After: 55s

Analyst-AI agreement rate

Shadow-mode

Before: —→After: 94.2%

Daily throughput

+4.7x

Before: 1,840→After: 8,610

Cases requiring escalation

-7.3 pts

Before: 9.4%→After: 2.1%

The challenge

What they were up against.

1
30 analysts spending 6+ hours/day on repetitive transaction review
2
Existing internal tooling was a spreadsheet plus a Retool patchwork
3
Needed full audit trail — every AI suggestion logged and reversible
4
Couldn't slow down ops during rollout; team had a daily SLA to hit

The work

How we shipped their product.

Step 01

LLM-assisted, human-decided

Built a structured-output pipeline that pre-classifies each transaction and surfaces evidence. Analysts approve or override in one click — never blind-accept.

Step 02

Audit-first data model

Every AI call, prompt, evidence snippet, and analyst decision logged. Reversal flow built in from day one.

Step 03

Shadow-mode rollout

First two weeks ran the AI in shadow alongside the current process. Measured agreement rate before letting it touch real decisions.

Step 04

Custom-built console

Replaced the spreadsheet patchwork with a focused queue UI — keyboard-driven, sub-100ms interactions, designed around the analyst's actual day.

The outcome

What it meant for the business.

Freed up ~14 analyst-hours/day for higher-judgement work
Cut ops hiring plan by 12 heads in the following quarter
Audit trail passed a third-party compliance review with no findings
Internal team now extends the console themselves using our handoff repo

"We thought AI would replace the team. Envert helped us build something better — AI that makes the team 5× faster without removing their judgement."

— Director of Operations, growth-stage fintech

Your move

Want this for your ai internal tools product?

Every engagement starts with a free 30-minute audit of your market. We surface technical risks, name the smallest billable wedge, and tell you honestly if we are the right team.