Data-quality audit
Diagnosis, solution design, pilot, implementation, team enablement and control of the next improvement cycle.
B2B research & data · LFS / 03
B2B data enrichment
Verify company records, normalise fields, remove duplicates and add relevant segmentation attributes.
LFS / 03 · DATA-ENRICHMENT
When it is useful
When it is useful
- results are unstable and depend on individual people
- data, channels and sales operate in isolation
- management lacks visibility of quality and economics
Operating thesis
Verify company records, normalise fields, remove duplicates and add relevant segmentation attributes.
Research · architecture · pilot · enablement · controlWhat the team receives
What the team receives
Diagnosis, solution design, pilot, implementation, team enablement and control of the next improvement cycle.
Field dictionary and rules
Diagnosis, solution design, pilot, implementation, team enablement and control of the next improvement cycle.
Clean deduplicated dataset
Diagnosis, solution design, pilot, implementation, team enablement and control of the next improvement cycle.
Source validation log
Diagnosis, solution design, pilot, implementation, team enablement and control of the next improvement cycle.
Ongoing update process
Diagnosis, solution design, pilot, implementation, team enablement and control of the next improvement cycle.
Project logic
From the initial challenge to an implemented system and the next improvement cycle.
Diagnosis
Decisions follow evidence, observations and agreed criteria.
Solution architecture
Decisions follow evidence, observations and agreed criteria.
Pilot
Decisions follow evidence, observations and agreed criteria.
Quality control
Decisions follow evidence, observations and agreed criteria.
Scale and transfer
Decisions follow evidence, observations and agreed criteria.
Management signals
Management signals
Metrics do not guarantee performance; they make quality, velocity and economics visible.
01Record validityDefinition and source are fixed before the pilot.
02Duplicate rateDefinition and source are fixed before the pilot.
03Field completenessDefinition and source are fixed before the pilot.
04Update ageDefinition and source are fixed before the pilot.
FAQ
Frequently asked questions
Can we start with a pilot?
Yes. A pilot is limited to one segment, market, channel or process stage and receives explicit continuation criteria upfront.
Can we keep the current team and tools?
Yes. Existing processes, data and capabilities are assessed first. Replacement is proposed only where limitations materially block the model.
How is the result defined?
Before launch, the baseline, event definitions, quality criteria, observation window and management review format are agreed.
Related capabilities
Related capabilities
B2B market research
Map market structure, segments, companies, demand signals, competitive context and channel access.
Learn moreGrowth strategy & operating model
Translate growth ambition into priorities, roles, initiatives, economics and a management decision rhythm.
Learn morePositioning & commercial offer
Build a clear value proposition for selected segments, with evidence, offer architecture and communication scenarios.
Learn moreNext step
Describe the challenge—not a shopping list.
Use the short brief to share the market, current situation, constraints and desired outcome. It becomes the basis for an initial project architecture.