WHAT IS TAILORED MEDIATION
AI & Tech Dispute
A comparison for counsel
AI & Tech Dispute
Mediation vs.
Standard Mediation.
When the technology is the dispute, the standard mediation template often stalls. Below, tailored mediation and standard mediation compared axis by axis — process, neutral, evidence, confidentiality, timeline, cost, and outcome.
| Axis | Standard mediation | Tailored mediation |
|---|---|---|
| Process design | Template: opening session → caucuses → settlement architecture → term sheet. Same shape regardless of matter type. | Custom-fit: protocol designed around the dispute's actual structure. Some matters use the standard rhythm; others require forensic phases, code review, or panel constitution. |
| Neutral profile | Process neutral, often a retired generalist judge. Subject-matter authority furnished by the parties' experts. | Technical neutral with subject-matter fluency. Reads source code, model weights, and audit logs directly. Routinely paired with a process neutral as co-mediator. |
| Pre-session work | Position briefs from each side. Mediator reviews, identifies issues, sets agenda. | Position briefs plus technical briefings, evidence-designation orders, and (where called for) protocols for forensic preservation. Often a tiered protective order is in place before first session. |
| Evidence handling | Position-based; parties present what they choose. Mediator does not adjudicate disputed facts. | Where the dispute turns on a verifiable fact, the neutral may invoke a forensic component to resolve it on the spot — file existence, log integrity, model-output reproducibility. |
| Confidentiality | Standard mediation confidentiality (Cal. Evid. Code § 1119, FRCP-style protective frameworks). | Tiered protective order distinguishes weights, training data, source code, prompts, outputs, and party-confidential business material into separate access tiers. |
| Typical timeline | 14–60 days from retention to first session. Half-day to two-day sessions are typical. | 14–60 days for mediation alone. Where forensic work or special-master protocol is part of the engagement, sessions may extend or pause for evidence development. |
| Co-mediation | Single neutral, occasionally panel. | Frequently a technical-neutral / process-neutral pair (e.g. Daniel + a retired judge). Splits subject-matter authority from procedural craft. |
| Cost driver | Sessions and preparation hours. Typically capped per matter. | Sessions, technical preparation, forensic infrastructure where invoked. Scoped per matter; often comparable to or less than the cost of litigating the technical question to the same answer. |
| Outcome artifact | Term sheet executed by parties. Mediator may issue a written summary if asked. | Term sheet plus, where relevant, a written technical finding the parties have agreed in advance to treat as authoritative on the narrow question put to the neutral. |
| Best fit | Matters where the dispute is fundamentally about money, fault, or relationship; technical complexity is incidental. | Matters where the dispute turns on technology — AI behavior, software defect, forensic chain of custody, smart-contract execution, breach causation. Where the technology IS the dispute. |
Decision Aid
Which one fits your matter?
CHOOSE STANDARD IF
- The dispute is principally about damages, fault, or relationship
- Technical issues, if any, are uncontested or peripheral
- A retired generalist judge can mediate the matter end-to-end
- Parties prefer the standard JAMS, AAA, or party-stipulated framework
- Discovery has not surfaced any technical question requiring fact-finding
CHOOSE TAILORED IF
- The dispute turns on a verifiable technical fact
- Source code, model weights, or proprietary algorithms are at issue
- Standard mediation has stalled on a technical disagreement
- Cross-border, TB-scale, or forensic-protocol design is required
- A tiered protective order is needed for sensitive technical material
- A defensible technical finding is part of the desired outcome
Still uncertain which fits?
The intake form will route you. Eight questions; the suggested process — and the matched neutral — are presented at the end.
Begin a matter