Data Quality in Intake: Validation, Dedup, Edge Cases (Law Firm)

Why Intake Data Quality Eats Your Routing

Routing/follow-ups only work as well as the data that comes in. In law firms, the problem is rarely "not enough AI", but:

• Required fields missing,
• Phone/email inconsistent,
• Duplicates create chaos,
• Special cases land in wrong status.

Principle: Validation at the Source (Not "Clean Up Later")

If a field is important, it must be captured cleanly at the form - otherwise you pay later every time.

Minimal Required Fields (For Most Law Firms)

• Name
• Email or phone (at least one, validated)
• Concern category (dropdown, not free text)
• Deadline/urgency (if relevant)

Artifact: Validation Rules (Copy/Paste)

Dedup: As Simple as Possible, As Strict as Necessary

Goal: Recognize "same person/same case" without losing real new inquiries.

Dedup Strategy (Recommended)

1. Primary key: Email (normalized)
2. Fallback: Phone (normalized)
3. Fallback: Name + ZIP (fuzzy)

Rule: If match → don't block, but route to a "Duplicate Review" status.

Edge Cases You Should Model Explicitly

• Client writes from different email
• Third party asks on behalf of client
• Multiple concerns in short time
• "Please urgent" without deadline date

Solution: Status model + owner decision (don't let AI guess).

KPI Block (So You See If It's Getting Better)

• Validation error rate (form): Target < 5%

• Duplicate review rate: Target < 10%

• Routing corrections (manually rerouted): Target < 10%

• Guide: Lead Intake Automation

• Deep dive: Intake Form: 7 Fields That Really Help

• Deep dive: Status Model in Law Firm Intake (2 Variants + SLAs)

Next Step

If you send me 3 example inquiries (anonymized) + your current form, I can tell you which 5-10 rules have the biggest impact.

→ Schedule initial consultation

Further reading: Take our free Digitalization Check to find out how digital your firm really is. Read our comprehensive Digital Law Firm 2026 Guide or the Law Firm Software Comparison.