Why Cryptocurrency Tracing Often Gets It Wrong

Blockchain analysis is powerful—but when misunderstood or overstated, it becomes a shortcut to wrongful seizures.

At Sammis Law Firm, our civil asset forfeiture attorneys represent innocent owners whose cryptocurrency accounts have been frozen or seized based on flawed tracing theories. These cases arise under both state and federal civil asset forfeiture laws and often involve Bitcoin, Ethereum, stablecoins, and exchange-held accounts.

Cryptocurrency tracing is frequently presented as precise and scientific. In reality, it is only as reliable as the analyst’s understanding of blockchain limits, exchange mechanics, and forensic attribution standards. When those limits are ignored, tracing devolves into probability-driven targeting rather than evidence-based investigation.

A competent analyst must begin from a position of skepticism. Every wallet should be treated as a potential false attribution unless independent, corroborated evidence establishes control, continuity, and criminal involvement. Blockchain data alone cannot meet that burden.

Despite this, law enforcement agencies regularly seize cryptocurrency based on extended transaction paths, visual graphs, and software-generated labels—without proving who actually controlled the assets or whether any criminal benefit was received.

Once a seizure occurs, agencies rarely acknowledge tracing errors. Even when mistakes are identified, corrective action is uncommon, particularly if admitting error would expose the agency to embarrassment, litigation risk, or financial liability.

A recurring problem is analyst training. Many investigators receive most of their instruction directly from vendors such as Chainanalysis or TRM Labs. While these platforms provide useful investigative tools, they do not teach analysts when tracing must stop—or how quickly reliability collapses once funds pass through exchanges or high-volume service wallets.

When analysts are encouraged to “follow the money” without learning when money becomes indistinguishable, the end result is predictable: the seizure of large exchange accounts simply because they are reachable and contain value.

Legal Representation in Cryptocurrency Tracing Disputes

Defending a cryptocurrency forfeiture case requires more than general criminal defense experience. The attorney must be able to identify tracing failures, isolate unsupported assumptions, and force the government to justify every claimed connection.

Effective forfeiture defense involves reconstructing the tracing from the ground up—starting with the alleged victim transaction and examining each subsequent hop to determine whether traceability actually persists or has dissolved into speculation.

At evidentiary hearings, the analyst’s conclusions must be tested against objective constraints: exchange pooling, internal transfers, multi-input transactions, and missing off-chain context. Unsupported leaps in logic must be exposed through cross-examination.

Experienced forfeiture counsel do not rely on blockchain visuals alone. Instead, they build a parallel evidentiary record using subpoenas, exchange account records, KYC documentation, IP logs, communications, and transactional metadata.

The role of counsel is to enforce due process and prevent the government from converting investigative guesswork into permanent forfeiture.

At Sammis Law Firm, we work with nationally recognized cryptocurrency forensic experts—many of whom hold advanced credentials in forensic accounting and financial investigations and regularly outperform government witnesses in court.

We also assist and co-counsel with attorneys across the country whose clients are facing cryptocurrency freezes or seizures by state or federal agencies.

If your cryptocurrency account has been seized, speak with an attorney experienced in digital-asset forfeiture litigation.

Call 813-250-0500.


Where Cryptocurrency Tracing Breaks Down

Proper tracing methodology begins with strict constraints. Analysts should be trained to follow foundational principles:

  1. Proof governs seizure—not suspicion.
  2. Tracing does not equal identification.
  3. Identification does not equal ownership.
  4. Ownership does not equal criminal liability.

A valid tracing starts with a confirmed transaction from a victim to a known service or address, such as a payment processor or ATM. From there, each subsequent transaction must be independently verifiable and must preserve continuity.

Once funds enter pooled environments—such as centralized exchanges, cross-chain services, or high-volume routing wallets—individual traceability rapidly degrades. At that point, analysts must either stop or explicitly acknowledge that further conclusions are speculative.

Clear stopping points include:

  • Mixers, CoinJoin, or similar obfuscation mechanisms.
  • Multiple-input, multiple-output transactions without provable linkage.
  • Uncertain change outputs.
  • Exchange-controlled omnibus wallets.
  • Privacy-centric blockchains that conceal transaction details.

Before authorizing a seizure, an analyst should be required to answer:

  • Can this wallet be directly linked to the alleged victim transaction?
  • Did funds pass through pooled or exchange-controlled environments?
  • Is there off-chain evidence tying this wallet to a specific individual?
  • Are subpoenas or admissions supporting attribution?
  • Or is the case built on software labels and transaction proximity?

Systemic Issues with Blockchain Analytics Platforms

Blockchain analytics platforms are widely used by law enforcement, but they are frequently treated as evidentiary tools rather than investigative aids. This misunderstanding leads to overconfidence and overreach.

  • Heuristic clustering: Pattern-based assumptions can merge unrelated wallets.
  • Exchange pooling: Deposits and withdrawals cannot be matched to individuals without records.
  • Labeling errors: Tags may be stale, third-party sourced, or incorrect.
  • Context gaps: Blockchain data does not reveal intent or agreement.

Both Chainalysis and TRM rely on heuristics—educated guesses derived from transaction behavior. These heuristics are not verifiable proof and should never be treated as such.

Exchange wallets pose the greatest risk of false attribution. When assets enter an exchange, they are pooled with millions of other users’ funds. Blockchain data alone cannot determine which customer later withdrew assets without access to internal exchange records.

Labels such as “fraud,” “scam,” or “high risk” are not evidence. Without transparency into how a label was applied, it cannot establish probable cause or ownership.

Blockchain analysis can show movement. It cannot show motive, agreement, or knowledge. Without corroborating off-chain evidence, seizures based solely on analytics platforms rest on speculation.

Used properly, these tools generate leads. Used improperly, they generate wrongful forfeitures.


Additional Reading

Forensic Accounting and Cryptocurrency Asset Tracing in Forfeiture Cases – A detailed discussion of how forensic accountants analyze digital-asset flows and why blockchain data must be corroborated with traditional financial evidence.


This article was last updated on Friday, January 2, 2025.