Your CI/CD pipelines ship code fast — but without compliance checks.Post-deployment incidents create regulatory risk, emergency remediation costs, and audit findings. Dasha Relia embeds compliance gates into every pipeline stage, reduces post-deploy incidents by 60%, and generates deployment compliance certificates for every release. Contact us for pricing.
.png?width=2000&height=2000&name=15%20Dasha%20Relia_Hero%20section_superhuman%20image%20(1).png)
Senior AI Audit Trail Specialist
Fewer Post-Deploy Incidents
Compliance Gate Enforcement
Runtime Drift Detection
Cross- Pipeline Rollback
Deployment Compliance Certificates
Your DevOps team deploys code multiple times per week. Your compliance team discovers violations after deployment. According to Puppet's State of DevOps report, 78% of organizations report compliance-related deployment failures.
Meanwhile, runtime configuration drift silently erodes the compliant state of production systems between deployments.
Most CI/CD pipelines focus on functional testing and performance but skip regulatory and compliance validation. According to Puppet, 78% of organizations experience compliance-related deployment failures. Without embedded compliance gates, violations reach production and become incidents.
According to Gartner, post-deployment compliance incidents cost financial institutions 5-10x more to remediate than pre-deployment catches. Emergency remediation disrupts operations, triggers regulatory scrutiny, and creates audit findings that persist for years.
Traditional CI/CD pipelines treat security as a separate process — often a manual gate that slows delivery or gets bypassed under pressure. According to NIST, integrating security and compliance into the DevOps pipeline ("DevSecOps") is critical for regulated industries. Without embedded validation, there is no compliance proof per release.
JOB DESCRIPTION
Dasha Relia is a Lead AI Compliance-Reliability Engineer that operates inside your CI/CD pipelines as a dedicated compliance validation and monitoring specialist.
Lead AI Compliance-Reliability Engineer | FF-CDO
Reports To
Your CTO / Head of DevOps /Head of Compliance
Works With
Existing CI/CD pipelines, deployment
tools, and compliance systems
Deployed In
Phase 3 (development target Q3 2027)
KEY RESPONSIBILITIES
Embed compliance gates at every CI/CD pipeline stage — build, test, staging, production
Validate every release against applicable regulatory and security requirements
Monitor runtime compliance drift and alert when deployed systems deviate from certified state
enerate deployment compliance certificates for enerate deployment compliance certificates for
Coordinate cross-pipeline rollback when post- deployment compliance violations are detected
AUTONOMY MODEL
Low risk — Acts autonomously (gate pass,log,certify)
Medium risk — HITL by default (configurable)
High risk — ALWAYS human review (non-negotiable)
You configure scaling thresholds per channel
Kill switch : Disable instantly
These metrics represent the production targets for Dasha Relia. Development begins Q3 2027.
Primary Layer: Deployment & Reliability | Architecture : Designed and documentedn | Development: Planned Q3 2027
HOW IT WORKS
Dasha Relia integrates into your existing CI/CD pipelines — no pipeline rewrite, no tool replacement. Here is how compliance is embedded into every deployment:
Dasha Relia connects to your CI/CD pipelines and ingests pipeline configurations, test results, deployment logs, compliance policies, and release manifests. Every code change and infrastructure update is assessed against applicable regulatory requirements — DORA, PCI DSS, SOC 2, ISO 27001 — before proceeding.
Compliance gates are enforced at every pipeline stage:
• Build: Code analysis against compliance policies
• Test: Regulatory test coverage validation
• Staging: Pre-production compliance verification
• Production: Final compliance certification.
No release proceeds without passing all gates. 100% enforcement.
After deployment, Dasha Relia continuously monitors the live environment for compliance drift — configuration changes, patches, infrastructure updates, and environmental changes that may cause deviation from the certified compliance state. Drift is detected in minutes and alerted immediately.
Every release receives a deployment compliance certificate:
• Which gates were passed and evidence collected
• Which regulatory frameworks were validated
• Post-deployment monitoring status
• Cross-pipeline rollback coordination if violations detected
Dasha Relia is in architecture design. Join the waitlist to receive
documentation, influence feature priorities, and be first to deploy
when shadow mode testing begins.
AI compliance DevOps embeds regulatory validation directly into the software delivery lifecycle. Every deployment is validated against the frameworks that apply to your institution.
Digital operational resilience, ICT risk management, and incident reporting
Payment card security controls in deployment environments
Service organization control criteria for cloud deployments
Information security management in CI/CD processes
Cybersecurity framework controls in deployment pipelines
AI model deployment transparency and explainability
YOUR ANALYST'S VIEW
Every pipeline gated. Every release certified. Every drift detected.
BEFORE vs AFTER
BEFORE DASHA RELIA
AFTER ARIN NARRATE
ROI — AI COMPLIANCE DEVOPS vs HIRING vs MANUAL PROCESS
How does Dasha Relia compare to hiring compliance-DevOps engineers or using manual compliance gates?
| Criteria | Hire 3 Engineers | Manual Compliance Gates | Dasha Relia |
|---|---|---|---|
| Annual cost | $540K-$1.05M (salary + benefits) | $150K-$400K (tooling + process) | Contact for pricing |
| Deployment time | 3-6 months (recruit + train) | 3-6 months (process design) | 30 days (target) |
| Gate enforcement | Inconsistent (human dependent) | Manual, often bypassed | 100% automated |
| Post-deploy incidents | Reduced but human-error prone | Limited reduction | 60% reduction |
| Compliance certificates | Manual, slow | Not available | 100% automated per release |
| Runtime drift detection | Manual spot checks | Not available | Minutes, continuous |
| Rollback coordination | Manual, slow | Manual, error-prone | Cross-pipeline automated |
| Explainability | Verbal, inconsistent | Process documents | Plain-English + regulatory mapping |
| Audit trail | Manual, scattered | Partial |
100% automated, immutable |
| Scales with pipelines | Hire more ($$) | More manual gates | Auto-scales |
Key insight: According to Gartner, post-deployment compliance incidents cost 5-10x more to remediate than pre-deployment catches. A single regulatory incident can cost millions in fines, remediation, and reputational damage. Dasha Relia prevents incidents before they reach production — delivering ROI with the first prevented violation. Contact FluxForce for customized pricing.
Dasha Relia delivers maximum impact when paired with these FluxForce SuperHumans:
Handles security testing and vulnerability scanning in the pipeline while Dasha handles compliance gates
Defines the regulatory requirements that Dasha enforces as compliance gates in every pipeline
Ensures that compliance-gated deployments maintain service reliability and uptime SLAs
Low risk: Dasha acts autonomously (pass gates, generate certificates, log).
Medium risk: HITL by default (configurable). High risk: Always human
review (production deployment, rollback decisions). You set the
threshold per pipeline stage, per environment, per framework.
Disable Dasha Relia instantly. No system impact. No downtime. One click. Pipelines revert to manual compliance process.
Run Dasha Relia alongside your current pipeline process for 30 days.
Observation only — compliance assessments without blocking deployments.Validate accuracy before enabling enforcement.
Every gate decision includes plain-English reasoning explaining what was checked, what passed, what failed, and which regulation applies. Your compliance team and auditors can read it directly.
Every decision logged with immutable, tamper-evident evidence chain.Code change → gate → validation → deployment → certificate → drift monitoring.
Pipeline integration. Dasha Relia plugs into your existing CI/CD tools. Your pipelines, repositories, and deployment targets stay untouched.
Keep up with the latest AI trends, insights, and conversations.
Read Insights