Closing a multi-step back-office case with nobody in the loop
A request arrives — a refund, an address change, a duplicate invoice, a licence renewal — and the system reads the policy, plans the steps, calls whichever systems hold the records and closes the case without a person opening it. What gets checked afterwards is the state the records ended in, not the reasoning the system wrote on its way there.
- Effort
- More than a few weeks
- Skill level
- Engineering skill required
- Organisation size
- Enterprise
- Value
- Time saved, Cost saved
Tools named for this
- A planning loop with a written policy document supplied as the rules it must follow
- An end-state check that compares the records after the run against an expected result
- A blast-radius limit — value ceilings, reversible operations only, and a queue for everything else
What to check before you ship it in India
- India has no dedicated AI statute — governance runs through existing law — and the Act contains no provision distinguishing a decision taken by a system from one taken by staff. What applies is the ordinary duty: section 8(1) holds the fiduciary responsible for compliance in respect of any processing undertaken by it or on its behalf by a Data Processor, irrespective of any agreement to the contrary. Autonomy changes who notices a mistake, not who answers for it.
- An unattended run holds credentials to several systems at once and leaves a trace of every record it touched. Section 8(5) puts the duty of reasonable security safeguards to prevent a personal data breach on the fiduciary, and the run log — often written for debugging, retained indefinitely, readable by the whole engineering team — is usually the copy nobody accounted for.
Sources
Every claim on this page traces to one of these, on the date it was read.
- The Digital Personal Data Protection Act, 2023 (No. 22 of 2023) — most obligations commence 13 May 2027 under the DPDP Rules 2025 — s.8(5) · Ministry of Electronics and Information Technology · a rule · read 2026-09-01
- The Digital Personal Data Protection Act, 2023 (No. 22 of 2023) — most obligations commence 13 May 2027 under the DPDP Rules 2025 — s.8(5) · Ministry of Electronics and Information Technology · a rule · read 2026-09-01
- GAIA: a benchmark for General AI Assistants · arXiv (Mialon, Fourrier, Swift, Wolf, LeCun, Scialom; Meta and Hugging Face) · how it is done · read 2026-09-01
- tau-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains · arXiv (Yao, Shinn, Razavi, Narasimhan; Sierra) · how it is done · read 2026-09-01