Meilynx
AI Control Layer
Meilynx gives teams full visibility into AI cost, performance, and outcomes—with built-in governance to enforce budgets, safety rules, and compliance policies. Your prompts and responses never leave your infrastructure.
Who it’s for
Built for teams that ship and govern AI.
Whether you manage cost, enforce policy, or ensure compliance—Meilynx gives you one place to observe, control, and audit production AI.
- SaaS AI feature teams
Track cost per feature. Enforce model policies per workflow. Simulate changes before they ship.
- AI platform & infrastructure leads
Unified observability across all models and providers. Proxy-level — 1 line code change.
- Compliance & risk officers
Audit every AI interaction on-premise. PII detection and safety rules enforced in real time, not post-hoc.
- Product & growth teams
Tie AI spend to conversion, retention, and deflection — not token counts. Prove ROI by business signal.
- Engineering leadership
Catch cost anomalies before they become incidents. Enforce budgets without slowing down teams.
- Security & data privacy teams
Raw prompts never leave your infrastructure. Configurable retention and full data governance controls.
Works with your AI stack
The problem
AI is everywhere.
Control is nowhere.
- AI costs are growing, but teams can’t explain why or tie spend to business outcomes.
- There’s no enforcement layer—model choices, token limits, and safety policies are suggestions, not rules.
- Sensitive prompts and responses flow through third-party systems with no guardrails or on-premise auditability.
What Meilynx does
Observe everything. Enforce what matters.
Two integrated capabilities in one platform.
Observe
Understand cost, performance, and outcomes
- Cost analytics tied to business outcomes, not just token counts
- AI health monitoring with anomaly detection (proprietary ML)
- Custom KPIs by workflow, team, and customer segment
- Optimization recommendations and impact simulation
AI spend / mo
$12,840
↓ 8%
Success rate
94.2%
↑ 2.1%
Cost / outcome
$7.06
↓ 12%
cost by workflow $/outcome
- chat-support$14.04
- doc-summary$9.12
- code-gen$6.28
- search$4.09
Illustrative example. to see the real platform.
Enforce
Governance rules that run in production
- Model allow/deny lists and token limits per workflow
- Cost caps and budget enforcement in real time
- 200+ Governance policies including safety, data leakage, PII detection and industry-specific.
- Draft, review, and publish governance rules with confidence
- PROMPTPII detectedSSN pattern in user messageBLOCKED
- RESPONSEData leakage blockedAPI key exposed in model outputBLOCKED
- PROMPTHarmful contentPolicy violation · jailbreak attemptBLOCKED
- RESPONSEOff-topic driftResponse outside allowed scopeWARN
Illustrative example. to see the real platform.
Step 1
Connect
Point Meilynx at your AI workflows. Minimal code changes required.
Step 2
Observe & enforce
See cost and outcome analytics while governance rules run in real time.
Step 3
Optimize with confidence
Use evidence-backed insights to reduce waste and tighten controls.
Platform capabilities
Everything you need to run AI responsibly.
From cost analytics to governance enforcement—see what Meilynx looks like in action.
Agent governance and analytics
Track spend, success signals and enforce policies across agentic workflows.
Governance rule builder
Configure model policies, token limits, and cost caps with a draft-and-publish workflow (image shows a single rule).
Content safety & PII detection
Validate outputs for safety violations and personally identifiable information before they reach users.
Impact simulation
Simulate the impact of optimizations before you ship: costs down, outcomes intact.
Spend vs Success Rate
Compare spend versus success rate to surface high-cost misses.
Cost per Outcome
See cost per outcome across workflows and prove ROI by business signal.
Industry solutions
AI control built for your industry.
Already powering AI governance for SaaS teams — with deep, regulation-aware solutions for highly-governed industries on the way.
Enterprise SaaS
Feature-level ROI, multi-tenant cost allocation, per-customer AI spend controls, PII redaction, and content safety policies across all AI workflows.
Financial services
Regulatory compliance, cost attribution by product line, model risk governance, and audit-ready AI logs.
Healthcare & life sciences
PHI/PII protection, content safety for patient-facing AI, and outcome tracking by care pathway.
Legal & professional services
Document-level cost tracking, confidentiality enforcement, and privilege-aware AI guardrails.
Insurance
Claims processing governance, underwriting AI cost control, bias monitoring, and regulatory audit trails.
Government & public sector
Sovereign data controls, citizen data protection, transparent AI decision auditing, and procurement compliance.
Data privacy
Your data stays where it belongs.
Prompts and responses never leave your premises
Only hashed, aggregate metadata reaches the cloud. Raw payloads stay on your infrastructure.
On-premise audit interface
Inspect raw AI interactions, governance findings, and compliance events locally, never in the cloud.
Configurable data retention
Set retention policies that match your regulatory requirements.
No vendor lock-in on sensitive data
Meilynx never stores, trains on, or accesses your proprietary prompts and model responses.
Why Meilynx
Why teams choose Meilynx.
Results leaders can measure — from cost attribution to governance enforcement.
Observe and enforce in one platform
Analytics and governance in a single deployment — no separate tools for monitoring vs. control.
Outcome-aware cost attribution
Lower cost per successful outcome by feature, customer, and region. Explain spikes with evidence — retries, excess context, model drift.
Data privacy by design
Raw prompts and responses never leave your infrastructure. Data stored in your premises are encrypted at rest and in transit, with configurable retention policies.
Real-time safety & compliance
Detect PII exposure and safety violations before they reach users. Enforce governance rules in real time — not after the fact. Audit every AI interaction on-premise.
Evidence-backed optimization
Preview before/after impact of changes before shipping. Ship with confidence, not guesswork.
No-code governance rules
Draft, review, and publish policies through a guided interface. Activate industry presets or build your own — no engineering required.
Frequently asked questions
Common questions from engineering and business leaders.
Do I need to change my application code?
No. Meilynx integrates at the SDK or URL-level — typically a one-line configuration change. Your existing AI calls continue to work as-is.
What happens to my prompts and responses?
They never leave your infrastructure. Meilynx processes them on-premise and sends only hashed, aggregate metadata to the cloud for dashboards and analytics.
How is this different from Langfuse, Helicone, or LangSmith?
Those are observability tools. Meilynx adds a governance enforcement layer on top — budget caps, model allow/deny lists, content safety rules — that runs in real time, not as post-hoc analysis.
Can I enforce different policies per team or workflow?
Yes. Governance rules are scoped by workflow, team, environment, or customer segment. You can set different budgets, model restrictions, and safety thresholds for each. We also built industry-specific presets to get you started quickly.
What if I use multiple AI providers?
Meilynx works across OpenAI, Anthropic, Google, and other providers. You get unified cost analytics and governance regardless of which models you use.
How do you handle agentic and multi-step workflows?
Meilynx traces full agent execution chains — including retries, tool calls, and sub-agent invocations — so you can attribute cost and enforce policies at the workflow level, not just per-call.
Ready to evaluate Meilynx?
Take control of your production AI.
See how Meilynx gives your team full visibility, real-time governance, and data privacy—in one 15-minute walkthrough.
No commitment. No credit card. Just a focused walkthrough.