Rivac LabsAI Data Remediation Engineer
Broken data at scale — malformed records, inconsistent formats, silent corruption — usually gets fixed with brittle one-off scripts that break again the next time the input shape changes. We build self-healing data pipelines that detect and fix these issues automatically, including air-gapped small-model options for environments where sending data to an external API isn't an option. This is for teams with recurring data-quality problems large enough that manual cleanup doesn't scale, especially where data sensitivity rules out cloud-based fixes. You get a pipeline that keeps fixing the problem after we leave, with zero data loss built in as a hard requirement, not a best effort.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Diagnose the specific patterns of data corruption or malformation and how much manual cleanup they currently cost.
- 2
Build a remediation pipeline against a real broken dataset, including the air-gapped model option if required.
- 3
Review remediated output against source data with your team to confirm zero data loss before wider rollout.
- 4
Deploy the pipeline into your data flow with monitoring for new, previously unseen corruption patterns.
What You Get
Deliverables from this engagement
- Self-healing data remediation pipeline in production
- Before/after data-quality report with zero-data-loss verification
- Air-gapped deployment option documented, if applicable
- Monitoring and alerting for new corruption patterns
Six Ways We Could Architect This
Different engagement, different build — pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start — scoped small enough to prove itself before you commit to anything bigger.
Talk to us about AI Data Remediation EngineerMost engagements like this start as a $500–$2,500 pilot — see full pricing.