The reliability layer
for AI you can
actually trust.
Not another LLM wrapper. liwaiwai labs is the independent benchmarking, guardrails, and certification platform that governments, multinationals, and research institutions use to prove their AI is consistent, safe, and sovereign.
› benchmark run #4821 100 iterations
█
400+
Models
99.2%
Guardrail accuracy
1M+
Benchmark runs
// platform overview
Six layers of AI reliability.
› run #4821 100 iters 3 models
✓ gpt-4o 98.2% consistent
⚠ gemini-2.5 91.3% consistent
Stress-test any model
Run 1,000 concurrent iterations. Catch latency spikes, output drift, and consistency failures before they reach production.
Learn more› policy: gov_contracts_v3
✗ deviation keyword rule
rule: forbidden_clause
Enforce AI behaviour rules
Define forbidden keywords, expected formats, and system prompt locks. Every response is evaluated. Every deviation is flagged.
Learn more› certificate check
▸ PENDING (712/1000 runs)
est. 3 days at current rate
Earn a Reliability Certificate
After 1,000+ consistent runs with no guardrail violations, your model earns a liwaiwai Certificate a quantified trust signal.
Learn more› red-team session #019
✗ jailbreak attempt blocked
✓ guardrail held 100% pass
Adversarial Red-Teaming
Submit jailbreak attempts and adversarial injections. Test whether your guardrails block real attacks before threat actors do.
Learn moreData Residency Mode
Toggle sovereign data processing ensure all inference logs stay within Singapore, EU, or your chosen jurisdiction. Legally binding audit trails.
Learn moreContinuous Model Monitoring
Schedule recurring evaluation runs post-deployment. Get alerted the moment a model update changes behaviour you depend on.
Learn more// frontier topics
Beyond the benchmark.
The harder problems.
liwaiwai operates at the edge of AI reliability where the stakes are highest and the frameworks least mature.
Physical AI & Robotics Reliability
As language models graduate into embodied systems surgical robots, autonomous vehicles, industrial automation the cost of output deviation is no longer reputational. It is physical. liwaiwai's reliability framework applies directly to model-driven robotic decision loops.
AI System Audits for Regulated Industries
Governments, financial regulators, and healthcare institutions are now mandating AI audits before deployment. We produce audit-ready deviation logs, guardrail certifications, and independent reliability assessments that satisfy procurement and legal review boards.
Explore the audit stack →Post-AGI Governance Architecture
General-purpose AI systems require governance infrastructure that existing compliance frameworks were not designed for. liwaiwai is building the trust matrix that institutions will need when model capability outpaces regulation not after.
Our approach →Sovereign AI Infrastructure
Deploying AI in jurisdictions with data localisation requirements means every inference, every guardrail check, and every audit log must remain within defined boundaries. liwaiwai is architected for sovereign operation from the ground up.
Talk to the team →APAC AI Policy & Procurement
Singapore, Japan, South Korea, Australia, and the EU are converging on overlapping AI governance frameworks. We translate policy requirements into technical guardrails and vice versa for institutions navigating multi-jurisdictional deployment.
See compliance benchmarks →Adversarial AI & Red-Teaming
Prompt injection, jailbreaks, and model inversion attacks are not theoretical for institutions handling sensitive data. We run structured adversarial evaluations against your deployed models before bad actors do.
Commission a red-team →// trusted in APAC & beyond
Behind the scenes of the
institutions that matter.
liwaiwai's consulting practice has been embedded inside AI adoption programmes across Asia-Pacific working quietly with the organisations that set the standards others follow. We're not a startup chasing demos. We've done the work.
Where AI meets sovereignty, regulation, and institutional accountability liwaiwai is already there.
liwaiwai also offers consulting services.
We embed with your team to design AI governance frameworks, evaluate model procurement decisions, and build custom guardrail policies for governments, universities, and regulated enterprises.
// how it works
From first run to certified.
01
Connect your models
Add API keys for any LLM provider. Keys are encrypted client-side never stored in plaintext.
02
Define policies & run
Write a test prompt, set guardrail rules, select models. Launch hundreds of concurrent iterations.
03
Monitor & detect deviations
Every response is scored against your policies. Deviations are flagged in real time with full audit trails.
04
Certify reliability
After 1,000+ consistent, deviation-free runs your model earns a liwaiwai Reliability Certificate.
// who trusts liwaiwai
AI you can certify.
For institutions that can't afford to be wrong.
The AI landscape is crowded with comparison tools. liwaiwai is the only platform purpose-built for organisations where AI reliability is a legal, ethical, or sovereign obligation not a preference.
Governments & Agencies
Procurement verification, AI policy evaluation, and compliance documentation for national AI programmes.
Legal & Regulated Industries
Audit-ready deviation logs and guardrail certificates for financial, healthcare, and legal AI deployments.
Academic Institutions
Reproducible LLM evaluation for AI research, publication-grade benchmarks, and student safety guardrails.
Multinational Enterprises
Consistent AI behaviour across jurisdictions critical when your models operate across legal boundaries.
// vs. every other AI comparison tool
Others
- ✗ Run a prompt, see a response
- ✗ Subjective side-by-side views
- ✗ No data persistence
- ✗ No guardrail enforcement
- ✗ No certification path
liwaiwai
- ✓ 1,000+ tracked iterations with statistics
- ✓ Objective consistency scoring
- ✓ Full historical database
- ✓ Automated guardrail enforcement
- ✓ Sovereign-data, certifiable results