Ace Workflow
Data report Edition One

The State of Work

Abstract

128 companies studied. At the six we timed: 2,546 hours a week of real work, measured step by step. A quarter of it recoverable. The State of Work, edition one.

PublishedAugust 2026
Companies128
Processes captured680
26% recoverable100% of time

00·Foreword

Foreword.

It's August 2026. Every company has bought AI. The industry is arguing about which software survives it.

We went and looked at the work instead. 128 companies across 9 sector groups. At six of them we timed it step by step: 187 real processes. Who does it, in which tools, how long every step takes, stated by the people who actually do it.

2,546 hours a week of ordinary work.

Here's what we found.

The waste companies keep buying software to fix doesn't live in the software. It lives in the gaps between it. Half of all handoffs are a person carrying work from one screen to another. On conservative math, about a quarter of the time we mapped is recoverable. At the companies that already bought AI, that waste sits inside 34 processes people still run by hand.

Two things before you read it. Six timed companies out of 128 is small, on purpose. I'd rather time six end to end than collect a thousand survey answers. And not everything people flag is worth fixing. Automating everything was never the point. Finding the gaps between your people is.

Tim Rodgers

Founder and CEO, Ace Workflow

August 2026

01·The cohort

Where the data comes from.

Everything below comes from timed process documentation: real work, stated step by step by the people who do it. No survey answers, no industry averages, no extrapolation.

Every number in this report comes from one of three groups. We studied 128 companies across 9 sector groups. 13 of the 128 run our Ace Work platform end to end, a measure of platform coverage, separate from the groups that follow. For 14 of the 128, we wrote every process down step by step: the documented group. For 6, we also put a time on every step: the timed group.

128the full cohort, one tile per company2,151 friction points, 83 companies680 processes captured13 on our platform end to end9 sector groups14the documented group337 processes written downstep by step6the timed group187 processes fully timed, step by step2,546 hours a week documentedthe findings lean on this
Hover or tap a level of the field
One tile per company. The 14 companies we documented rise out of the field; the 6 we timed stand tallest. Tile positions are layout, not identities.
one companyon our platform end to endMedia & Marketing27% · 216 processesFinance19% · 53 processesNonprofit, Education & Government14% · 11 processesProfessional Services9% · 133 processesIndustrial & Engineering7% · 87 processesTechnology6% · 16 processesConsumer & Retail6% · 110 processesHealth & Science5% · 19 processesOther7% · 35 processes
Where the companies come from. Percentages are each sector's share of the 128 companies, rounded to whole numbers, so they sum to 100. Any sector with fewer than three companies is grouped under Other, so no single company can be picked out.

02·Recoverable time

About a quarter of the time is recoverable.

Across the six companies we timed, the conservative median is 26% of documented time recoverable. The raw median, before we discount for adoption and ramp-up, is 36%. And the six split evenly, three under 25% and three between 25 and 50%.

Different industries. Different sizes. Same leak.

0%10%20%30%40%50%median 26%3companiesunder 25%3companies25 to 50%
Hover or tap a band for its numbers
Recoverable share of documented time, banded across the cohort. These two figures drive the receipt in section 11.

03·Concentration

The friction is concentrated.

The top 10% of processes hold 63% of the recoverable time; the top 5% alone hold 45%. "Top" means ranked by weekly recoverable time, not by how often a process runs. So you don't fix everything. You find the right 19 processes and ignore the rest.

Top 10%: 19 processesholding 63% of the recoverable timeabout 6.2x the average payoff per fix

One tile per process, 187 in all. The coral corner is the slice you picked, ranked by weekly recoverable time. Its height is the payoff per fix: the smaller the slice, the more time each fix returns. A flat tile is the average.

Processes ranked by weekly recoverable time; the top 10% hold 63% of the pooled cohort's recoverable time.

04·Too small to fix

One in seven is too small to be worth fixing.

13.4% of the processes we timed run under an hour a week. Too small to justify a traditional automation project, so they stay manual. They only get fixed when generating a workflow takes minutes, not weeks.

Order
14under 0.5 hrs110.5 to 1 hrs291 to 2 hrs402 to 5 hrs355 to 10 hrs58over 10 hrs13.4% of processes
Hover or tap a pillar for its bucket
Processes by weekly hours. The shaded band runs under an hour a week.

05·Between tools

The work is manual, and it lives between tools.

99% of the steps we mapped are done by hand. 48.9% of handoffs cross from one tool to another. The average process touches 2.9 tools, and spreadsheets show up in 32% of handoffs.

Slack66 processesFigma44 processesGoogle Drive17 processesChatGPT18 processesRipplingin the wiringGoogle Sheets106 processesGoogle Docs38 processesGmail51 processesSmartsheetin the wiringJotformin the wiringExcel40 processesMakein the wiringAirtable34 processesAirtable AIin the wiring
Hover or tap a tool to isolate its connections
Tools sized by the processes they appear in. Lines weighted by shared processes. Documented group, 14 companies. This is the shared core, not a full stack: the median timed company crosses 52 tools, and only the most-shared appear here.

06·What people say

People say "can’t see," not "slow."

When people describe what's wrong with their work, they don't complain about speed. They complain that they can't see what's happening.

“Can’t see”245 mentions82%of complaints“Slow”54 mentions18%of complaints
Hover or tap a bar for its counts
Complaints about visibility outnumber complaints about speed 4.5 to 1. Full cohort, 83 companies with friction logged.

07·AI in the room

AI is already in the room.

Seven companies in our documented group have already bought AI. It shows up inside 34 of their processes. Those processes are still manual.

AI insidestill manual34 of their processes contain it7companiesalready bought AI
Hover or tap the tiles or a number
AI presence in the documented group.

08·Universal suspects

Five kinds of work leak time almost everywhere.

The same five kinds of work leak time across the six companies we timed. Reporting shows up at all six; the other four each show up at five.

6 companiesReporting18 processes5 companiesOnboarding10 processes5 companiesInvoicing and billing8 processes5 companiesApprovals7 processes5 companiesCRM and contact upkeep5 processes
Hover or tap a bar for its counts
Kind of workProcessesCompanies
Reporting186
Onboarding105
Invoicing and billing85
Approvals75
CRM and contact upkeep55
The five kinds of work that leak time almost everywhere. Base: the six timed companies.

09·Tool sprawl

The stack is bigger than the work.

At the median company we timed end to end, work crosses 52 different tools. The waste isn't inside any of them. It's a person carrying work between them, 15 minutes at a time.

52tools at the mediancompany we timed2.9tools the averageprocess touches
Hover or tap the field, or the coral route
Median tool count across the six companies we timed, next to the average a single process touches.

10·The numbers

More numbers from the cohort.

44%

of finance time is recoverable, across the six companies we timed

15 min

the median manual step, per run

72%

of processes run at least weekly

9%

of processes are a full-time job's worth of time

17

friction points at the median company, across the 83 companies with friction logged

4.6 hrs

a week for the median process

the average is 13.6, pulled up by a small number of very large processes

11·The bill

What it's worth.

Discounted for adoption, and again for ramp-up, the recoverable time at the average company we timed comes to:

Ace Work

The State of Work - Receipt

The average company we timed

Edition One · Conservative estimate

Documented time424 hrs/week

2,546 hours ÷ 6 companies

Recoverable share26%

conservative median, after adoption and ramp-up discounts

Recoverable time110 hrs/week
Annual5,075 hrs

424 × 26% × 46 weeks, unrounded

Annual recoverable value$510,000

$100 an hour × a 46-week year, rounded to the nearest $10,000

Conservative math, on purpose. Every input above appears elsewhere in this report.

12·Method

How we counted.

Time figures were stated or estimated by the people who do the work, through structured process documentation and AI-led interviews. Nothing was estimated on their behalf.

Everything in this report is aggregated and de-identified process documentation: figures are published only as medians, averages, and bands across the cohort, no published figure describes a group smaller than three companies, no company is named, and no company can be inferred from any published figure or combination of figures. Sectors with fewer than three companies are merged into an Other group before anything is published.

Automation potential is never assumed to reach 100%. Conservative figures further discount for realistic adoption and ramp-up. These are projections from self-reported time, not stopwatch measurements, and they describe the companies we mapped, not the economy. Six companies is a small cohort. It is also six real ones.

Dollar figures use a flat $100 an hour and a 46-week year. That rate is a round stand-in for fully loaded cost, not a measured salary figure, and it is applied uniformly regardless of who does the work. A company whose recoverable time sits mostly with junior staff should read the figure down; one where it sits with senior staff should read it up.

Documented time is not evenly spread. A small number of continuous, always-on processes carry a disproportionate share of the total, which is why medians appear throughout this report and why the receipt is built on a share of time rather than a count of processes. Where a figure is an aggregate rather than a median, it is marked as one.

13·The series

This is an ongoing series.

The State of Work is published in editions. The cohort grows each time, and every edition remeasures what broken work costs. Leave your email and the next one arrives the day it ships.

14·Questions

Fair questions.

Is this a survey?

No. These are timed documentations of real processes: who does the work, in which tools, how long each step takes, stated by the people who do it, then aggregated and de-identified before publication.

Can I tell which companies are in the data?

No, and that's deliberate. Every figure is aggregated or banded across the cohort, no company is named, and nothing published maps back to a single company.

How is recoverable time calculated?

Each process gets an automation score, never 100%. We multiply documented time by that score, then discount again for realistic adoption. The conservative number is the one we publish.

How did you get to the dollar figure?

Documented time at the average company we timed, multiplied by the conservative recoverable share, multiplied by a 46-week year at $100 an hour. Every input is published in this report and the arithmetic is on the receipt. The rate is a round stand-in for fully loaded cost, not a measured salary.

Why only six companies?

Six is the timed group: the companies where every documented step also carries a duration, out of the 14 with step-by-step documentation and the 128 in the full cohort. We'd rather publish six real ones than a thousand survey answers. The cohort grows every edition.

The State of Work · Edition OnePublished by Ace Workflow, August 2026