LAWDE Shield
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Compare · Error monitoring
Error monitoring comparison (honest matrix)
LAWDE Shield is compared with Sentry and Datadog; unlike both, it diagnoses production crash root cause with an evidence score, stores zero source code, and gates every AI fix behind a 0.70 trust score so weak grounding is shown, not hidden as a fake patch. Numbers below are product targets and architecture commitments — not third-party benchmarks.
Three-way comparison
| Capability | LAWDE Shield | Sentry | Datadog |
|---|---|---|---|
| Primary job | Crash root cause + evidence score | Errors + broader DX | Full observability |
| Privacy scrub target | <50ms | Fast | Agent/pipeline |
| Durable source copy | 0 bytes | Event context retained | Config-dependent |
| AI fix gate | Aegis ≥0.70 | Product-dependent | Not the core model |
| Semantic clustering | ≥0.85 similarity | Fingerprinting | Correlation / facets |
| Ignore sensitive paths | .lawdeignore Nuclear Abort | Inbound filters | Scrubbing config |
| Entry price | Hobby $0 / Pro $29 | Free tier + paid | Usage / commit |
Full Shield differentiation
Unlike Sentry and Datadog, LAWDE Shield’s Full Shield roadmap adds production-aware engines (Argus PR reviews and Phantasos Ghost CI — planned v2.0, not shipped) on top of live error monitoring and gated AI diagnostics — so the product vision is prevent-before-merge, not only monitor-after-crash.
| Feature | Sentry | Datadog | LAWDE Shield |
|---|---|---|---|
| Error Monitoring | Yes | Yes | Yes (live) |
| AI Diagnostics | Limited / product-dependent | Not the core model | Yes — Athena + Aegis ≥0.70 (live) |
| PR Reviews with Production Memory | No | No | Planned (Argus, v2.0) |
| Ghost CI for Regression Testing | No | No | Planned (Phantasos, v2.0) |
| Zero Code Retention | No (event context retained) | Config-dependent | Yes — 0 bytes durable source |
| Per-member AI usage tracking | No | No | Yes (Business+) |
| App access control | No | Limited | Yes (Business+) |
| Delegated admin roles | No | No | Yes (Enterprise) |
| Custom retention override | No | No | Yes (Enterprise) |
Note: Plutus (cost guard), Erebus (shadow probes), and Tartarus (stateful replay) are separate products under the LAWDE company, not part of LAWDE Shield. They will launch as standalone tools for specific developer needs.
When NOT to choose LAWDE Shield
- You need session replay as a first-class product.
- You need host metrics, APM traces, and log lakes in one pane.
- You only need log aggregation without AI diagnosis.
FAQ
What makes LAWDE Shield different in an error monitoring comparison?
LAWDE diagnoses production crash root cause with an Aegis evidence score. Weak grounding is shown, not hidden as a fake patch. It also stores 0 bytes of source, scrubs secrets in <50ms, and withholds suggested fixes below Trust Score 0.70.
Should I replace Sentry or Datadog with LAWDE?
Only if your primary gap is gated AI crash diagnosis with hard privacy constraints. Keep Sentry/Datadog when you need their broader surfaces.
What clustering threshold does LAWDE use?
Repeats join first. Look-alikes join via semantic clustering at similarity ≥ 0.85.
Human docs: Documentation · Pricing