KWESTRA MACHINE WORKS · HUMAN-IN-THE-LOOP AUTOMATION
We map your high-volume workflows, quote the build in writing, and ship production AI, RPA, and managed operations with human checkpoints built in. Not sure what to automate first? Start with our 2-Week Systems Audit ↗.
Process map & BRS, yours to keep.
Every critical action human-approved.
Written price & ROI before code.
First workflow live on your stack.
We shadow operators, log every exception, and flag anything that should not be automated.
We define what clears automatically, what triggers a human gate, and which role signs off.
You get a fixed price and payback model. Stop here and the process map is still yours.
We build on your stack, test real historical edge cases, and train your team on the queue.
Gross labor value $518,400 × 50% realized × 85% risk-adjusted − run cost $35,357/yr
Steady state: 60% of these hours automated, 50% of freed time turns into value (Forrester TEI standard), 15% risk haircut. Build includes integrations, governance and staff training, and grows with team size; payback counts the build and adoption ramp. Run cost 20% of build/yr plus usage. 36-month horizon.
Select your sector to inspect the workflows we automate and the human checkpoint policy we enforce.
Cross-ledger reconciliation, KYC/KYB document packets, and exception queues built for audit readiness.
Every unmatched transaction or risk flag routes to a named analyst with full lineage.
Prior authorization intake, claims scrubbing, and referral coordination without PHI leakage.
Clinical and coding exceptions stop at credentialed staff before payer submission.
Purchase order matching, BOM discrepancy checks, and supplier ASN sync across legacy ERPs.
Unit price or quantity tolerances outside spec halt for buyer sign-off.
Bill of lading extraction, customs packet verification, and carrier exception management.
Port holds and freight rate variances pause for dispatcher confirmation.
Catalog normalization, vendor onboarding, and high-volume returns/RMA adjudication.
High-value refunds and margin-impacting price updates require merchandiser approval.
AI-assisted ticket drafting paired with staffed BPO specialists for complex tier-2 escalations.
Credits, cancellations, and sensitive account actions require human operator release.
State compliance sync (METRC / BioTrack), manifest reconciliation, and COA lab parsing.
Any compliance discrepancy halts manifest transfer before state reporting.
Book a business-hours review with a senior engineer. We inspect the failing handoff, map the root bottleneck, and quote a permanent fix in writing.
We tell you directly in the written BRS and hand you the process map and cleanup checklist. You are never locked into a build.
Every consequential action passes a deterministic policy gate. When confidence or dollar thresholds trip, the job pauses in a clean operator queue for approval.
Yes. We bridge AS/400 terminals, on-prem databases, SFTP drops, and web portals alongside modern REST/GraphQL systems using resilient RPA and busbar workers.
In AI Automation, your internal team operates the review console. In Managed BPO, Kwestra supplies both the automation and the staffed specialists under one SLA.
Every project starts with a fixed-scope Process Analysis (BRS). From that spec, we issue a written fixed quote and payback model before code starts.
You do. We build on your cloud or ours with full audit logging, role-based access control, and documented runbooks so your team holds the keys.
It is on its way to the engineering desk. Here is what happens next: It just landed on the engineering desk. Here is what happens next:
Reference · quote it if you write to [email protected]