Evidence is the interface
Product value is no longer in generic confidence scores. Value is in traceable manifests, reproducible outputs, and explicit policy outcomes.
Purpose
insideLLMs is built for teams who need control, not confidence
This site complements the core open-source project with rollout guidance, buyer-facing language, and governance framing. The product reality stays technical: probe, compare, decide.
What we believe
Determinism is an operating constraint
Probe inputs and run artefacts must remain comparable across releases. Non-determinism belongs in exception handling, not default release flow.
Governance is release engineering
Review logs, diff outcomes, and documented waivers are part of software delivery for regulated workflows, not post-hoc paperwork.
How we describe the platform
Core operating loop
- insidellms quicktest for immediate prompt-level checks
- insidellms harness for deterministic probe execution
- insidellms report for reviewer-readable run evidence
- insidellms diff --fail-on-changes for release gating
Primary stakeholders
- Platform and model engineering teams
- Risk, compliance, and internal audit
- Procurement and delivery governance teams
Who this is not for
Not a prompt gallery
The objective is not to collect clever prompts. The objective is to measure behavioural stability over time.
Not an ungoverned chatbot demo
This site is intentionally evidence-heavy because model release decisions need artefacts, not screenshots and confidence claims.
Commitment to regulated buyers
We keep chain-of-custody fields explicit and exportable.
We treat policy outcomes as first-class evidence, not manual comments.
We preserve reproducibility so claims can be independently rechecked.
Roadmap principles
- Every control surfaces to a copy-ready audit format.
- Every demo includes both language output and tool-level traces.
- Every rule that blocks release is versioned and explainable.
If you want a stronger fit, bring one production workflow and we can map it into probes, diffs, and release controls.