Back to all proofs

A monthly report carried on hundreds of verified sources, in 90 minutes

Client

Date

$1B+ regional German energy utility

09/2026

The challenge

A $1B+ regional German energy utility publishes an internal report every month on the regulation, technology and market shifts moving its sector. Assembling it by hand cost around ten hours an edition and capped how much evidence could go into it – and it still had to arrive sourced, comparable and presentation-ready, to the same standard, every month.

The solution

FifthRow encoded the team's own monthly environment report as a staged system. A reporting window goes in; qualified primary sources, a scored set of market developments and a presentation-ready write-up come out, in the same structure every edition.

127,049

analyst-hours equivalent, 178 FTEs

30,356

source-verified research questions answered
Recurring monthly reportEncoded as one staged system
Report methodConfigured by the analyst who writes it
Cycle time per editionRoughly 90 minutes, end to end
Evidence per edition247 questions answered, each sourced
Analyst-hours equivalent127,049 hours saved; equivalent to 178 FTEs
01 — USE-CASE DISCOVERY

Before anything was encoded, the team ran its own recurring questions through systems that already existed. The point was to find which piece of work came round often enough, and mattered enough, to be worth turning into a repeatable method.

Core Activities

  • Matched the team's recurring questions to systems already in the catalogue
  • Ran foresight, trend and sector-landscape reads against live questions, not demos
  • Fed back where an output was too broad, and had it narrowed in days
  • Compared what came back against work the team already produced by hand
  • Chose the one piece of work that repeats every month as the thing to encode

The Results

A short, evidenced view of which recurring work was worth automating, chosen by the people who do it rather than proposed from outside, and one clear candidate: the monthly environment report.

4 use cases

trialled before one was encoded
02 — METHOD ENCODING

The report already had a shape the business trusted. The job was not to invent a better one but to reproduce this one: the same depth, the same source standard, the same output structure, every month.

Core Activities

  • Took an existing edition as the specification, rather than starting from a brief
  • Encoded the report's own level of detail, source logic and output structure
  • Had the first working version configured by the analyst who writes the report
  • Reviewed that version and returned specific changes rather than a rebuild
  • Held the output to the standard the business already recognised

The Results

A first working system that produced the report the business expects, built by the person accountable for it, so the method stopped living in one person's habits and started living somewhere it could be inspected.

10 hours

of hand-assembly an edition, encoded as a method
03 — MULTI-STAGE REDESIGN

One long instruction can produce a report, but it cannot be debugged. The system was broken into stages so that gathering, source qualification and assessment each stand on their own and can be corrected separately.

Core Activities

  • Split one instruction into staged systems, each with a single job
  • Separated gathering developments from deciding which sources may carry them
  • Held the evidence to verifiable primary material from regulation, market and technology
  • Scored every development on the same four tests the report already used
  • Ran a joint working session so the client's team could keep editing the stages

The Results

A staged system where a weak edition can be traced to the stage that produced it, and where the source standard is enforced by the method rather than by whoever happens to be writing that month.

4 tests

applied to every development in the report
04 — RECURRING PRODUCTION

A report method is only worth encoding if it survives contact with the monthly deadline. The system was run repeatedly, in both the working language and English, until an edition came out the far side complete.

Core Activities

  • Ran the full report end to end, repeatedly, against real reporting windows
  • Produced editions in the working language and in English from one method
  • Returned each edition in the same structure, so months can be set side by side
  • Carried each edition on hundreds of verified primary sources
  • Left the method in place as a system rather than as a delivered document

The Results

A monthly environment report that arrives presentation-ready from a single launch, built the same way every time, with the evidence behind each development attached rather than assembled afterwards.

124,742

analyst-hours equivalent, recurring report

What it proved

A report that took around ten hours of hand-assembly every month became one staged system, configured first by the analyst who writes it and then rebuilt with FifthRow into separate gathering, source-qualification and assessment stages. Across the engagement that is 364 runs and 1,864 analysis steps, with 30,356 research questions answered from sources. A finished edition rests on 247 answered questions, each carried on verified primary material, and completes in roughly ninety minutes. Alongside it, the same team ran one-off foresight, sector-landscape and target-screening reads on the same platform.

The team came out holding its own report as a system rather than as a monthly habit, with the source standard and the four assessment tests enforced by the method instead of by whoever had the file open. Because the person who writes the report configured the first version, the reasoning behind it is documented where colleagues can read and change it. Across those 364 runs the platform records 127,049 analyst-hours saved, the equivalent of 178 full-time analysts. The figure is that large because a four-person team put a single deep report through more than two hundred build-and-production runs inside two months.

Results

MetricBenchmarkResultImprovement
Monthly environment reportAround ten hours of hand-assembly an editionOne system run, roughly 90 minutesTen hours of hand-assembly down to 90 min
Evidence per editionSources gathered as time allowedHundreds of verified sources per editionEvidence base no longer set by capacity
Trend assessmentJudged edition by editionFour tests applied to every developmentSame standard on every month
Analyst-hours savedOne report worked by hand each month127,049 hours across 364 runsEquivalent of adding 178 full-time analysts
ENCODED REPORT METHOD

A recurring report's structure, source logic and output shape run as a system, so an edition starts from a method rather than a blank page.

AUTHOR-CONFIGURED SYSTEMS

The person accountable for the report configures the system that produces it, so the reasoning behind it stays with the people who own the output.

STAGED EXECUTION

Gathering, source qualification and assessment run as separate stages, so a weak edition can be traced to the stage that produced it.

PRIMARY-SOURCE DISCIPLINE

Every development is carried on verifiable primary material, so a figure in a board-facing report can be cited rather than defended.

CONSISTENT ASSESSMENT

Each development is scored on the same tests every month, so one edition can be set against the last instead of read on its own.

PRESENTATION-READY OUTPUT

The report leaves the system in the shape it is presented in, so the last mile stops being a formatting job.