Account Qualification
Check what is true live during the callROI Estimator
Use rough numbers to anchor valueLive Conversation Guide
Production blockers
What AI initiatives are funded for 2026? Which pilots are stuck before production? Who has to sign off before launch?
Risk questions
What happens if the AI gives the wrong answer silently? What needs to be logged for audit? What confidence threshold would be acceptable?
Workflow economics
How many cases per month? How long does each take manually? What percent require escalation? What is the cost of a wrong decision?
Technical fit
What systems does the process touch? What data has known correct historical outcomes? Which LLM, cloud, or automation platform is already in use?
For CIO / CTO
Move pilots into production without forcing a platform replacement.
For Ops
Automate the first pass and route only uncertain cases to people.
For Risk
Make AI decisions explainable, reviewable, and auditable.
Source systems
Email, invoices, statements, bank files, ERP, SAP, Oracle, Finacle, SharePoint, DMS, contracts, SFTP, and APIs.
Platform layer
Connectors, normalization, dedupe, SDK orchestration, queues, schedulers, OCR, classifiers, matchers, embeddings, LLM inference, and HITL review.
Reliability layer
Schema bound outputs, ensemble judge, ExEx router, ground truth diff, confidence scoring, audit log, and evidence capture.
Deployment and security
Managed cloud in UAE, EU, or US, Azure BYOA in customer tenant, BYOK, IAM/RBAC, per tenant encryption, private endpoints, tracing, and model monitoring.
“We already use Microsoft / Salesforce / ServiceNow.”
ActionAI adds reliability, testing, monitoring, confidence scoring, exception routing, and auditability around the workflows you already want to run.
“Our internal team can build this.”
They can build pieces. The question is whether they want to spend a year building reliability infrastructure or use a team that already deployed it.
“We are worried about hallucinations.”
That is exactly the point. ActionAI detects uncertainty, explains exceptions, and routes low confidence cases to humans before damage happens.
“We do not want lock in.”
ActionAI is LLM agnostic, cloud agnostic, API first, and supports public cloud, private cloud, VPC, and on premises options.
Confirm workflow
Choose one high value workflow with volume, risk, and manual review cost.
Confirm stakeholders
CIO or AI lead, business owner, ops owner, compliance or audit owner.
Book technical session
A 30 minute production readiness session with ActionAI around that workflow.
Scope paid entry
Reliability assessment, pilot rescue sprint, workflow deployment, or enterprise reliability layer.