Decision intelligence for tax-lien investors

Most Systems Track Parcels. TLI Tracks Decisions.

TLI studies what an investor bought, what happened afterward, and which recurring decision patterns may deserve another look before the next auction. We turn county sale and redemption histories into source-backed decision intelligence without replacing the underwriting system you already trust.
Request a Decision Review See the Hinds County Proof
609purchases in one verified decision history
210recorded redemption outcomes compared
0unresolved parcel-history exceptions
What TLI Does

Turn purchase history into a clearer next decision.

What did you buy? What happened? What patterns appeared? What may be worth changing or watching next time?
01

Decision Pattern Analysis

Measure how premium, timing, concentration, and repeat-purchase choices recur across an investor's recorded history.

02

Verified Outcome Comparison

Join purchases to county histories and compare recorded redemption outcomes without turning missing dates into unsupported conclusions.

03

Threshold Detection

Identify premium-rate and break-even ranges that behaved differently, while keeping sample size and scope limits visible.

04

Actionable Review Priorities

Convert the strongest findings into decision bands and review priorities that can complement the next auction workflow.

The TLI Difference
Most systems track parcels. TLI tracks decisions.
Premium Break-Even Month remains one useful metric. The product is larger: an independent, auditable decision layer that shows which choices repeated, how comparable choices behaved, and what the history suggests reviewing next.
Hinds County, Mississippi

Built on verified outcomes, not a hypothetical screen.

In one Hinds County decision review, TLI reconciled an investor's complete 2025 purchase population to county parcel histories, opened every recorded redemption detail, and tested whether observable decision characteristics separated the outcomes.
609purchases joined to county parcel histories
210recorded redemptions examined in detail
34redeemed positions where interest did not offset premium
0unresolved parcel-history exceptions
“No redemption date recorded” remains a point-in-time public-record status, not proof of non-redemption or maturity. Observed associations are descriptive and do not establish motive, causation, or investment error.
TLITAX LIEN INTELLIGENCE
Daron Griffin
Founder
Email   daron@tliresearch.com
Web   tliresearch.com
DATA. DISCIPLINE. ADVANTAGE.
Methodology

Source-backed from purchase history to decision pattern.

Every jurisdiction is treated on its own rules and records. Confirmed facts, calculations, associations, assumptions, and pending verification stay distinct.
01

Acquire official records

Start with county-published sale, parcel-history, and redemption-detail records.

02

Normalize decisions

Standardize purchaser, parcel, premium, value, timing, and repeat-history fields.

03

Join actual outcomes

Match transactions only where defensible keys and county evidence support the join.

04

Compare behavior

Test decision bands and thresholds without confusing association with causation.

05

Deliver the insight

Return concise findings, representative evidence, and an auditable analyst file.

Initial Firm Pilot

Build the decision layer around your own history.

A focused pilot turns the investor's full recorded history into a decision-pattern map, verified outcome comparisons, and a repeatable framework for the next review cycle.
Hinds County Pilot
Structured as an initial firm pilot
  • Complete decision-pattern map for the selected purchase history
  • Verified outcome comparisons and decision thresholds
  • Full parcel-level supporting evidence and source trail
  • Prioritized next-auction review framework
  • Polished executive PDF for decision-makers
  • Auditable analyst file available as supporting evidence
Request Pilot Details
Positioning

Let the portfolio teach the next decision.

Most software tells an investor what each parcel did. TLI asks what the investor's own decisions may be teaching them across the portfolio. The goal is an independent, auditable decision layer that complements established criteria, underwriting systems, title processes, and legal review.

The complexity stays with TLI. The investor receives the insight.

Request a Decision Review
Tax Lien Intelligence

What might your own purchase history reveal?

Request a concise, institution-specific decision review built from official county records. See one or two real findings, the supporting outcome logic, and what may be worth watching next—without replacing your existing process.

Daron Griffin
Founder, Tax Lien Intelligence
daron@tliresearch.com
Request a Decision Review

See what your own history may be teaching you.