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Use Cases

These are not “examples.” They’re deployable wedges: deterministic enforcement you can embed into products.

V1 detects V3 stabilizes Span-level audit trail

Pre-LLM Prompt Firewall

Security Injection surface reduction
Problem
Prompts carry hidden instructions, ambiguity, and adversarial framing into model calls.
What breaks
Prompt injection, unsafe completions, non-deterministic behavior.
V1 detects
Injection-style framing, dominance directives, ambiguity carriers, scope drift, constraint absence.
V3 stabilizes
Strip hedges, enforce objective/constraints, normalize instruction structure.
Business model
Sell as a gateway middleware for any LLM product (per-request enforcement).

Post-LLM Output Validator

Security Governed output
Problem
Generated text can include fabricated certainty, missing constraints, and risky commitments.
What breaks
Compliance exposure, escalation, contractual promises.
V1 detects
Absolutes, implied commitments, missing actor/ownership, drift markers, failure modes (DCE/CCA/UDDS).
V3 stabilizes
Tighten claims to constraints, remove commitment risk, enforce assignment/timeline.
Business model
Add as a validator stage in agent pipelines; charge per validation.

AI Email Governance

Productivity Outbound control layer
Problem
People send messages that escalate conflict or create hidden commitments.
What breaks
Fires, churn, lawsuits, misalignment.
V1 detects
Hedges, blame, dominance, escalation words, structure gaps.
V3 stabilizes
Remove hedges/filler, anchor to objective, add timeline/owner.
Business model
Embed in email clients, CRMs, and outreach tools.

Slack/Teams Compliance Filter

Enterprise IT Realtime policy enforcement
Problem
Sensitive or escalatory messages move fast in chat systems.
What breaks
HR incidents, policy violations, leakage.
V1 detects
Escalation triggers, blame patterns, absolutes, dominance assertions.
V3 stabilizes
Rewrite into policy-compliant structure (optional).
Business model
Enterprise compliance add-on; per-message scanning.

Sales Commitment Guardrails

Sales Commitment risk control
Problem
Reps over-promise in email and CRM notes.
What breaks
Contract disputes, churn, refunds.
V1 detects
Implied/unbounded commitments, missing constraints, timeline vagueness (DCE).
V3 stabilizes
Bound commitments to scope, add timeline and owners, remove absolute language.
Business model
CRM plugin; per-score billing.

Contract Drift Detector

Legal Structural diff
Problem
Negotiations drift and constraints get abstracted away.
What breaks
Bad deals, missed obligations.
V1 detects
Constraint collapse (CCA), substitution drift (UDDS), missing enforcement (DCE).
V3 stabilizes
N/A (usually detect-only); generate structured drift report.
Business model
Law firm + procurement tooling; per-document scoring.

Insurance Claim Narrative Risk

Insurance Fraud/ambiguity triage
Problem
Claims contain vague narratives and missing constraints.
What breaks
Bad payouts, disputes, slow processing.
V1 detects
Hedge stacking, missing specifics, passive constructions, authority displacement.
V3 stabilizes
N/A; route to adjuster queues with evidence spans.
Business model
Per-claim scoring + routing.

Healthcare Documentation Risk Layer

Healthcare Clinical note integrity
Problem
Notes contain ambiguity, missing actions, and unclear responsibility.
What breaks
Billing issues, care errors, compliance problems.
V1 detects
Missing actor, passive voice, vague quantifiers, DCE patterns.
V3 stabilizes
Optional stabilization into clearer constraints/ownership (non-clinical).
Business model
Hospital compliance layer; enterprise contract.

Agent Tool-Use Gate

AI/Agents Deterministic gating
Problem
Agents choose tools under vague intent and drift.
What breaks
Bad actions, unnecessary calls, cost blowups.
V1 detects
Objective ambiguity, scope creep markers, unbounded commitments.
V3 stabilizes
Normalize objective/constraints before tool selection.
Business model
Sell to agent framework vendors; per-run enforcement.

Customer Support Escalation Predictor

Support Escalation prevention
Problem
Support replies accidentally escalate tension.
What breaks
Churn, refunds, reputation hits.
V1 detects
Dominance/absolutes, blame language, passive aggression triggers.
V3 stabilizes
Remove edge, add resolution path, clarify next action.
Business model
Helpdesk integration; per-ticket scoring.

HR/People Ops Message Safety

HR Policy-aligned comms
Problem
Sensitive HR messages must be precise and non-escalatory.
What breaks
Legal exposure, employee relations incidents.
V1 detects
Directive language, absolutes, dominance, missing resolution path.
V3 stabilizes
Structure into neutral, bounded statements with clear steps.
Business model
Enterprise HR suite add-on.

Procurement Vendor Communication Guardrails

Procurement Commitment control
Problem
Vendor comms often include vague commitments and scope drift.
What breaks
Delays, disputes.
V1 detects
DCE, UDDS, hedge stacking, missing constraints.
V3 stabilizes
Add constraints, owners, timeline.
Business model
Procurement platform plugin.

Policy Draft Integrity Scoring

Compliance Policy clarity
Problem
Policies get written in vague, non-enforceable language.
What breaks
Non-compliance, unenforceable standards.
V1 detects
Ambiguity carriers, missing actor, passive voice, weak constraints.
V3 stabilizes
Reframe into enforceable clauses (optional).
Business model
Compliance authoring tool.

Financial Advisory Email Risk

Finance Reg-safe language
Problem
Advisors send emails that imply guarantees.
What breaks
Regulatory action, lawsuits.
V1 detects
Guarantee/absolute language, implied certainty, missing qualifiers.
V3 stabilizes
Bound claims, remove absolutes, add required disclaimers.
Business model
Broker-dealer compliance integration.

Executive Comms Stabilizer

Executive Tone + structure
Problem
High-stakes comms get distorted by tone and drift.
What breaks
Escalation, reputational harm.
V1 detects
Dominance posture, escalation triggers, reputation framing.
V3 stabilizes
Trim, clarify objective, reduce edge.
Business model
Private exec tool; subscription.

Meeting Notes Action Integrity

Ops Actionability enforcement
Problem
Meeting notes lack ownership/timelines.
What breaks
No execution, misalignment.
V1 detects
Missing actor, no next action, DCE deferral language.
V3 stabilizes
Convert into assignments with dates (optional).
Business model
PM suite integration.

RFP Response Constraint Integrity

B2B Bid discipline
Problem
Teams answer RFPs with vague claims.
What breaks
Lost deals, scope problems.
V1 detects
Vague quantifiers, hedges, missing constraints.
V3 stabilizes
Clarify commitments, add constraints and definitions.
Business model
RFP tooling add-on.

Legal Intake Triage

Legal High-signal intake
Problem
Client messages are messy; triage is slow.
What breaks
Wrong routing, delays.
V1 detects
Objective ambiguity, missing facts, escalation language.
V3 stabilizes
N/A; structured intake summary output optional in higher tier.
Business model
Law firm intake pipeline.

Vendor SLA Drift Monitor

Enterprise SLA enforcement
Problem
Service conversations drift away from SLA terms.
What breaks
Hidden risk, missed obligations.
V1 detects
UDDS substitution drift, DCE deferrals, constraint loss.
V3 stabilizes
N/A; generate drift alerts with spans.
Business model
Enterprise contract monitoring.

Code Review Comment Stabilizer

Engineering Team velocity
Problem
Code review comments escalate and waste cycles.
What breaks
Conflict, churn.
V1 detects
Blame framing, dominance phrases, absolutes.
V3 stabilizes
Rewrite into neutral, actionable requests.
Business model
Dev tooling plugin.

Fraud Narrative Consistency Checks

Risk Narrative integrity
Problem
Fraud often shows as vague or inconsistent narratives.
What breaks
Bad payouts.
V1 detects
Ambiguity carriers, passive voice, missing specifics.
V3 stabilizes
N/A; risk scoring + routing.
Business model
Risk engine integration.

Public Relations Draft Risk

PR Reputational protection
Problem
Drafts include absolutes and unbounded commitments.
What breaks
PR crises.
V1 detects
Absolutes, dominance, resolution closure, reputation protection patterns.
V3 stabilizes
Bound claims, clarify what is known vs not known.
Business model
PR workflow tool.

AI Policy Gate for Employees

Security Org-wide enforcement
Problem
Employees paste sensitive content into AI tools.
What breaks
Leakage, compliance violations.
V1 detects
Sensitive-pattern prefilters + structural risk signals (optional).
V3 stabilizes
N/A; allow/block + user feedback.
Business model
Enterprise gateway; seat or volume.

Underwriter Decision Support Clarity

Insurance Decision integrity
Problem
Underwriting notes contain vague reasoning and hidden deferrals.
What breaks
Bad risk decisions.
V1 detects
Causal justification, missing constraints, DCE, CCA.
V3 stabilizes
N/A; evidence highlighting.
Business model
Carrier integration; enterprise.

Developer Note

Each use case is the same pattern: deterministic detection (V1) + optional stabilization (V3) + span-level evidence. This is designed to sit before and after model calls.