ECONOMIC ANALYSIS

From database search results to a review-ready benchmarking study.

Upload comparable data exactly as exported from any database search. Integral extracts the information, analyzes comparables qualitatively and quantitatively, and suggests accepts and rejects with detailed real-time reasoning. Website screenshots support the analysis, while automatic IQR calculations and a generated study write-up bring the work together for review.

AI Benchmarking program workflow: upload your database search results, analyze and screen comparables, capture evidence and calculate the range, generate and review the study.
WHAT THIS CHANGES FOR YOUR TEAM
  • Use exports from any database search
  • Detailed reasoning for every suggested decision
  • Website evidence captured for supporting documentation
  • Automatically calculated IQR and generated study write-up
AI BENCHMARKING IN DETAIL

From individual tasks to
a connected capability.

01

Upload the export. Skip the reformatting.

Bring comparable data directly from any database search in the structure it already uses. Integral extracts company details and financial information so your team can start the analysis without manually reshaping the export.

An uploaded RoyaltyStat search export being recognized, with 212 candidate rows detected and each field mapped as the company and financial data is extracted.
02

AI screening with reasoning and evidence

Analyze comparables from both qualitative and quantitative perspectives. Integral suggests accepts and rejects with detailed real-time reasoning and captures screenshots of comparable websites as supporting documentation. Review the evidence and rationale behind each proposed decision.

A candidate comparable with the AI accept suggestion, its quantitative and qualitative reasoning, the captured website evidence retained as support, and the wider accept/reject list.
03

Automatic IQR and study write-up

Integral automatically calculates the interquartile range (IQR) from the selected comparable set and generates the benchmarking study write-up. Bring the screening rationale, website evidence and financial analysis together for professional review and final approval.

The interquartile range for operating margin calculated from the accepted set, beside the study write-up sections generated from the upload and screening steps.
HOW IT WORKS

A connected workflow.
Built for review and control.

Integral keeps the underlying data, supporting evidence, work product and decisions connected from start to finish.

01

Upload your database search results

Upload comparable data in its existing export structure. Integral extracts the company and financial information without manual reformatting.

02

Analyze and screen comparables

AI evaluates qualitative and quantitative comparability, suggesting accepts and rejects with detailed real-time reasoning.

03

Capture evidence and calculate the range

Capture screenshots of comparable websites as supporting documentation and automatically calculate the interquartile range from the selected comparable set.

04

Generate and review the study

Automatically generate the benchmarking study write-up, then review the comparable decisions, evidence, calculations and conclusions before final approval.

CORE CAPABILITIES

Everything your team needs for ai benchmarking.

Use the capability directly, have Integral manage the work, or use it as the control layer across existing providers.

  • ✓Comparable-data exports from any database search
  • ✓Automatic company and financial data extraction
  • ✓Qualitative and quantitative comparable analysis
  • ✓Suggested accepts and rejects with real-time reasoning
  • ✓Comparable website screenshots as supporting documentation
  • ✓Automatic interquartile range (IQR) calculation
  • ✓Automatically generated benchmarking study write-up
  • ✓Professional review of decisions and final conclusions
START WITH YOUR EXISTING INFORMATION

What goes in.

  • Comparable data uploaded exactly as exported from any database search
  • Transaction scope, tested party, method and comparability criteria
  • Financial information and relevant prior-study context
REVIEWABLE RESULTS

What your team gets.

  • Suggested accept/reject decisions with detailed real-time reasoning
  • Screenshots of comparable websites retained as supporting documentation
  • Automatically calculated interquartile range and generated benchmarking study write-up
ILLUSTRATIVE WORKFLOW

Turn a database export into a benchmarking study

The starting point

Your team has completed a database search and exported candidate comparable data in the database’s original format.

With Integral

Upload the export to Integral. AI extracts the data, analyzes qualitative and quantitative comparability, and suggests accepts and rejects with supporting reasoning and website screenshots. Integral calculates the IQR and generates the study write-up for your team to review.

AI + PROFESSIONAL JUDGMENT

Clear support.
Clear accountability.

How AI and the platform help

Extracts uploaded comparable data, performs qualitative and quantitative analysis, suggests accepts and rejects with detailed real-time reasoning, captures website screenshots, calculates the IQR and generates the benchmarking study write-up.

Where people decide

Professionals define the analysis, review suggested decisions and supporting evidence, confirm the final comparable set and approve the calculations and study conclusions.

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SEE INTEGRAL IN ACTION

Connect this capability to your global TP program.

We’ll show you how Integral can fit your team, providers and current workflow.

Talk to Integral ↗