Research infrastructure for consulting teams

Benchmarks you can defend. Research you can build on.

You define what matters. Datum researches your full benchmarking framework, connects every finding to its evidence, and keeps the work ready for the next question.

Systematic coverage Traceable evidence No silent gaps
FRAMEWORK COVERAGE
Research across each selected benchmark
DATUM / PROJECT WORKSPACE
Actual Datum interface showing a benchmarking framework and a list of primary and secondary benchmark organizations
RESEARCH ASSURANCE
Every claim has a trail.Findings linked to quotes and retained source copies
The Datum principle

Your expertise sets the direction. The research workflow makes it consistent.

The familiar challenge

Research gaps shouldn't be discovered the night before the SteerCo.

Without a shared research methodology, even strong teams can end up with uneven coverage, scattered evidence and too little visibility into the patterns emerging across benchmarks.

Where this becomes a problemACROSS THE ENGAGEMENT
01 / BEFORE A STEERCO

Disparate examples instead of benchmark profiles.

Consultants collect individual examples without building a complete, comparable profile for each benchmark. The detail is there, but the bigger picture—recurring archetypes, common practices and outliers—is difficult to see.

DETAILS WITHOUT THE BIG PICTURE
02 / AS THE PROJECT EVOLVES

New questions mean revisiting the same research.

When project leadership adds a question or benchmarking dimension, consultants must reopen annual reports and other sources, reread the relevant sections and manually extract new findings—repeating work on documents already reviewed.

REPEATED DOCUMENT REVIEW
The Datum difference

The same framework.
A very different outcome.

Datum systematically researches consultant-defined primary benchmarks and adds relevant secondary benchmarks to reveal patterns, existing archetypes and potential outliers. Every finding remains connected to its evidence, while gaps are recorded explicitly.

TWO APPROACHES TO THE SAME BENCHMARK FRAMEWORK
TYPICAL BENCHMARKINGCONSISTENCY DEPENDS ON THE TEAM

Research can be excellent, but coverage and documentation often depend on individual working styles.

  • Coverage and level of detail vary across benchmarks
  • Existing archetypes and outliers are not consistently surfaced
  • Evidence and unanswered questions become fragmented
DATUM METHODOLOGYSTRUCTURED BY DESIGN

A repeatable research methodology that produces comparable findings and retains the evidence behind them.

  • Every defined benchmark and dimension researched consistently
  • Primary and secondary benchmarks help uncover archetypes, common practice and outliers
  • Findings linked to retained evidence; unresolved gaps explicitly flagged
From fragmented findings to reusable, source-backed knowledge
How Datum works

Your judgment leads.
The system does the legwork.

You decide the research question and the comparison framework. Datum handles the repeatable work of building and organizing the evidence base.

STEP / 01

Define the framework

Select your primary benchmarks and the dimensions you want to compare. The consultant decides what's relevant.

CONSULTANT-LED ↗
STEP / 02

Research systematically

Datum researches each entity and dimension, gathers supporting sources, checks quotes, and records missing information.

EVIDENCE-FIRST ↗
STEP / 03

Review and extend

Explore comparable summaries or open detailed findings. Add a dimension as the project evolves and extend the research.

READY TO EVOLVE ↗

The result: a connected project knowledge base, with the framework, benchmark entities, findings, source copies and visible research gaps in one place.

Inside the product

Explore the research.
Not just the answer.

Datum researches consultant-selected primary benchmarks, then complements them with secondary benchmarks to help reveal common practice and potential outliers.

Switch between views to explore the actual product interface.

Workspace overview

One framework. A connected evidence base.

View defined dimensions and the entities being researched, including secondary benchmarks used to broaden the context.

01 / 04
DATUM PRODUCT VIEWFRAMEWORK
Datum framework overview with primary and secondary benchmark organizations

Screenshot from the existing Datum interface

FRAMEWORK / BENCHMARKS
Why Datum

Consistency shouldn't be optional.

Manual research and AI chat can both produce excellent work. The difference is whether a consistent research process is embedded into the workflow—or left to each person to recreate.

Datum makes research assurance the default, not an end-of-project clean-up exercise.
RESEARCH CONTROL
MANUAL / AD HOC AI
WITH DATUM
Coverage across the framework
Depends on individual process and follow-through
Systematically researched across selected dimensions
Evidence retained with findings
Requires manual capture or a separate workflow
Supporting quotes and source copies connected
Research gaps made visible
Must be checked and documented consistently
Explicit statuses and source retrieval exceptions
New questions mid-engagement
Additional prompting, searches and consolidation
Extend the framework and research new dimensions
See Datum in action

Bring your framework.
We'll bring the research.

Share a benchmarking topic and the entities you want to compare. We'll walk through the framework, detailed findings, supporting sources and how Datum handles new questions.

Opens an email to hello@rkitect.io