InDev logo
InDev Innovation Lab

ReportIQ.

Know what the new report actually says.

An AI-powered accelerator that gives the people who receive, validate and act on recurring reports a standardized view of what each new report says relative to the reports before it.

Instead of reading two reports side by side, ReportIQ reads two or more reports from the same series and answers three questions: was the data actually refreshed, what changed since the last report, and which trends emerge across periods.

reportiq_demo Watch the walkthrough
The Differentiator

From Recurring Reports to Real Change.

Recurring reports are regenerated on schedule, so a report that still carries last month’s data looks just like a new one once its cover date has moved. ReportIQ checks every report for new data before it is distributed — and traces every figure back to its file and page.

Traditional Review
01
Regenerated on schedule
A new cover date, whether or not the data moved.
02
Read side by side
Two reports open, page by page, one month at a time.
03
Changes buried in pages
The figures that matter are easy to miss.
04
Decisions on stale data
A load error surfaces after the report has been acted on.
Reports read one month at a time
ReportIQ
01
Series intake
Two or more reports — PDF, scanned PDF, PNG, or a mix.
02
Refresh check
Every data point checked for new values.
03
Changes, largest first
Added, removed, renamed — each with file and page.
04
Trends across periods
Sustained direction, reversals, step changes, outliers.
Every figure traced to file and page
The Process

How ReportIQ Works.

One comparison from a stack of recurring reports to a traceable account of what changed. Select a stage to see what it produces.

Stage 01

Ingest

series_intake4 reports
June operations report · text PDFJun 2026
July operations report · scanned PDFJul 2026
August operations report · text PDFAug 2026
September dashboard · PNG snapshotsConfirm period
The period is read from each report; the analyst confirms it only when it can’t be.
Outcomes

Trust Every Report Before It’s Read.

Catch load errors early

Spot a report that carries stale data before it reaches its audience — not after a decision has been made on last month’s numbers.

Faster, consistent review

One comparison report that ranks what moved and says whether each move is better or worse — so a review doesn’t vary with the reviewer or the day.

refresh_check
JunNew
JulNew
AugNew
SepStale?
Caught before distribution — not after the decision.

Traceable findings

Every figure points back to its file and page. The time series, change log and review sheet arrive as Excel workbooks, so any finding can be verified and reused.

Measured, not guessed
CODEComputes every difference and trend
AIReads images, writes the summary
Sample Comparison

What ReportIQ Can Reveal.

Illustrative · fictional data
Service Desk Monthly Operations — Jun to Sep 2026 3 PDF · 1 PNG set
1 refresh flag 14 changes 4 trends
Largest changes since the last report
MeasureAugSepChangeSource
Resolved within SLA76.0%90.0%▲ +18.4% bettersep.pdf p.3
Backlog > 30 days412458▲ +11.2% worsesep.png 2
Mean time to resolve31.2 h28.2 h▼ −9.6% bettersep.pdf p.4
Escalations to tier 396101▲ +5.2% worsesep.pdf p.6
Chat channel volume—1,204Addedsep.pdf p.2
Trends across four reports
SLA attainmentSustained rise71% → 76% → 76% → 90%
First-contact resolutionReversalRose three months, fell in Sep
Reopened ticketsOutlierJuly out of line with the series
Refresh check
Table 4 · Channel mixLoad error?

Every value matches August while the rest of the report moved. Confirm the table was refreshed before distribution.

aug.pdf p.5 ↔ sep.png 3
Executive summary AI · checked against findings

SLA attainment reached its highest level in the series, but the backlog older than 30 days grew for a second month. Channel mix figures appear not to have been refreshed.

Suggested actions
Re-run the channel mix load before distributing
Review the aging backlog with tier 2 leads
Investigate the September first-contact reversal
Each run also delivers the time series, change log and review sheet as Excel workbooks.
In Practice

Built for Every Report That Comes Back Around.

With ReportIQ

InDev Innovation Lab

Every report checked before it’s read.

ReportIQ confirms each new report is sound and shows what it says relative to the reports before it — with every figure traced to its source.

Every figure
Traced to its file and page
PDF · PNG
Or a mix, in one comparison
ilab@indev.com
Start the conversation