You Cannot Put an Agent on Top of a CRM Nobody Updates
CRM data quality is not a hygiene topic. It is the hard ceiling on every AI project you will attempt for the next three years.
Bence FedorIT Solution ArchitectFour fields decide what is possible
Owner, stage, last-touch date, value. A mandatory last-updated field is non-negotiable — without it records go stale silently and every downstream report inherits the lie.
Audit in three counts rather than a project: the percentage of accounts with no activity in ninety days, the percentage with no owner, and duplicates by domain or trading name. A mid-market baseline is typically 25–45% stale.
The join-key problem breaks everything downstream
The CRM holds the trading name, accounting holds the legal entity, and nothing matches automatically. One company can appear four times across your systems under four different names.
The sequence that works: deduplicate, then enforce the four fields at stage transitions only rather than on every save, then make the CRM give something back before demanding discipline. A generated daily call list with reasons attached converts sceptics faster than any policy.
Why cleaning projects fail
Run AI enrichment on a dirty base and you scale the dirt. Output becomes confidently wrong, and you spend the one genuinely scarce asset — your team's trust.
A three-thousand-record deduplication and backfill is roughly a week of one person's time with AI assistance. Every automation you build afterwards is cheaper because of it.
Run the three counts — stale accounts, unowned accounts, duplicates. Put them on a single slide with today's date. That slide is the honest starting point for every AI conversation this year.
Designs the API and integration layer that automation depends on, across systems never built to connect.
Meet the team →Questions we get asked
How do I get a sales team to keep the CRM up to date?
Never run a data-cleaning project. Run a project where the CRM starts paying rent — producing the morning call list, renewal alerts, the account brief before a call. Teams update systems that make their day easier and ignore systems that audit them.
What percentage of CRM records are usually unusable?
In mid-market companies, typically 25–45% of accounts are stale, with meaningful numbers unowned or duplicated. Three counts will tell you your own figure in an afternoon.
Which CRM fields actually matter for automation?
Owner, stage, last-touch date and value, plus a mandatory last-updated timestamp. Without the timestamp, records decay silently and every report built on them is wrong without warning.
Related insight
The AI Assistant That Does Everything Does Nothing
An agent's reliability collapses as you add systems it must be simultaneously correct about. The only agents that reach production…
AutomationYour Software Is Fine. The Gaps Between It Cost You Forty Hours a Week.
The recoverable waste in most operating companies sits in the transfers between systems, not inside any one of them. No vendor is …
AutomationAutomate a Broken Process and You Buy a Faster Broken Process
Automation makes a process permanent. Any step you encode without questioning becomes structurally harder to remove than it was th…
Where is your business still running manually?
We review your processes, identify the highest-impact automation opportunities and estimate their financial impact — before anything is built.