Enterprise Engagements
Risk & trust evaluations for AI systems deployed at scale.
AI systems fail quietly when humans over-trust them
Ikwe.ai helps organizations identify, measure, and mitigate human-trust risk before it becomes a reputational, regulatory, or safety crisis. Engagements are structured, bounded, and designed to produce decisions your team can act on.
Enterprise Pilot Evaluation
Duration: 60–90 days
- Scoped evaluation of high-impact behaviors
- Proprietary trust & risk benchmarks
- Structured analysis under real-world conditions
- Enterprise-ready report + interpretation session
Annual Enterprise Engagement
For teams deploying AI across multiple products, systems, or updates.
- Repeat evaluations as models/features change
- Comparative benchmarks across deployments
- Ongoing advisory support
- Priority scheduling and reporting
Universal engagement models for different deployment needs
Choose the motion that fits your stage. Each can begin with a pilot.
Pilot Evaluation
Controlled evaluation using Ikwe.ai benchmarks to identify failure modes and quantify trust risk before launch or scale.
Ongoing Evaluation
Repeat evaluations across releases, models, and features so “safe at launch” does not become “unsafe at scale.”
Framework Licensing
License the evaluation framework for internal use, governance workflows, or platform-wide standards across teams and builders.
Licensing & IP
Enterprise customers receive a time-bound, non-exclusive license to use evaluation outputs for internal risk assessment. Ikwe.ai retains ownership of benchmarks and methodology.
Data & Confidentiality
Customer data remains customer-owned. Aggregated, anonymized insights may be used to improve benchmarks and reporting signal.
SLAs & Delivery
Scoped SLAs cover evaluation timelines, report delivery, and support responsiveness. Engagements are bounded and predictable.
Who this is for
AI product teams
Conversational systems, assistants, copilots, agents
Trust & Safety / Risk
Governance, policy, incident prevention, harm reduction
Regulated deployers
Health, education, finance, public sector
Multi-app platforms
Standardize evaluation across products and releases
Quick answers
Is Ikwe.ai a model I deploy directly?
No. Ikwe.ai is evaluation infrastructure — benchmarks, scoring, and reporting — designed to test and improve your existing system.
Can you evaluate our existing AI system?
Yes. We run your system through a scoped benchmark plan and deliver trust risk findings, failure modes, and a mitigation roadmap.
How do you price engagements?
Pilots are typically $10k–$50k. Ongoing annual engagements are typically $100k+ depending on scope. Costs scale with evaluation scope and active usage — not raw user count.
Is the evaluation subjective?
No. The benchmark uses behaviorally-defined criteria with documented patterns and scoring mechanics. It measures observable behavior, not tone or intent.
What is this not?
Ikwe.ai is not a generic chatbot tool, a productivity assistant, a replacement for internal QA, or a consumer safety badge. We are purpose-built for human trust risk in AI systems.
Ready to evaluate trust risk before it scales?
Start with a paid pilot. Get an enterprise-ready risk & trust report your team can act on.