Entailment Labs

Back-office automation

The workflows around the documents and the calls: reconciliation, data entry, ticket triage and reporting, across the systems you already run.

Section 1 — back-office automation

Accounts payable, employee onboarding, reconciliations.

All four lines

What it does

Most back-office work is a sequence of lookups, comparisons and entries across two or three systems, with judgement needed at a few points. We automate the sequence with rules where rules suffice and models where they do not, and put a person in the loop where the rules end.

We connect over the interfaces your systems already have. No new platform sits between you and them, and every step is logged so that a reviewer or an auditor can see what happened and who decided it.

The process owner on your side stays the process owner. They see the exception queue, the throughput and the monthly report under your name.

Processes we have scoped this line for

  • Accounts payable: three-way match, exception routing, posting
  • Reconciliations: statement lines matched against ledger entries, discrepancy flags
  • Ticket triage: category, priority and routing, with a draft reply for agent approval
  • Employee onboarding: document collection, checks and system entries
  • Denial triage and payment posting for healthcare revenue cycle work
  • Reporting: the figures your client asks for each month, assembled from the systems that hold them

Section 2 — what it does

We do not sell licences. We build, operate and transfer. If you want a licence, we can name vendors.

How it runs

StepStageWhoWhat happens
1MapPersonYour process owner and our engineer write the steps, the systems and the decision points down.
2RulesMachineEvery step that a rule can decide is decided by a rule, and the rule is readable.
3ModelsMachineClassification and extraction where a rule cannot decide, each with a confidence figure.
4Exception queuePersonCases the rules and models cannot settle go to your team with the context attached.
5EntrySystemResults written to your systems over the interfaces they already have.
6ReportSystemThroughput, exception rate and cycle time in the monthly report.

Section 3 — how it runs

Steps 2 and 3 are the machine. Steps 1 and 4 are people. Steps 5 and 6 are system boundaries.

What the pilot builds

One process, two weeks, a fixed fee. Acceptance criteria are agreed before day one. Your reviewers work the queue. The report, the system and the code transfer to you.

ProcessWhat the pilot buildsWhat acceptance measures
Ticket classification and routingCategory, priority and routing prediction; draft reply for agent approval; review queueRouting accuracy, draft acceptance rate by agents
ReconciliationMatching of statement lines against ledger entries; discrepancy flags; exception queueMatch rate, exception rate
Denial triage or payment postingExtraction from remittance advice; denial categorisation; work-queue routing; review queueCategory accuracy, posting accuracy

Section 4 — the pilot

Targets for every measure are set in the pilot scope from your own sample. placeholder — replace with the agreed floor.

The pilot fee is fixed and quoted in the scope. placeholder — replace with the pricing model.

What you receive

  • The workflow definitions, rules and integrations, documented
  • The exception queue and the audit log
  • A runbook your operations team can follow without us
  • Transfer of all of it at acceptance
  1. We never contact the BPO's client.
  2. The BPO sets the price.
  3. Everything we build transfers to the BPO.

Section 5 — what you receive

Everything we build transfers to the BPO.

We do not contact your clients. Ever.

Bring us one process.
It comes back automated, monitored and under your name.

Request a pilot scope

We do not contact your clients. Ever.