Question 1

How is Autonoma different from RPA tools like UiPath?

Accepted Answer

RPA replays scripts a human recorded — when the page changes, the script breaks. Autonoma plans every run from the goal you declare. Schema changes, new fields, slow APIs — the planner adapts because it understands the goal, not the procedure. You write what should happen, not how.

Question 2

Can we tune confidence gates per workflow?

Accepted Answer

Yes. The default gate is 0.80 across all workflows, but each gate is independently configurable per workflow, per risk class, and per time window. High-stakes workflows commonly run at 0.95; routine ones at 0.70.

Question 3

Bagaimana cara Autonoma menukar model dalam produksi tanpa gangguan?

Accepted Answer

Hot-swap menyalurkan sebahagian trafik langsung ke model baru, membandingkan keputusannya dengan model sedia ada pada input yang sama, dan mempromosikan atau membatalkan berdasarkan perbezaan. Rollback bersedia 60 minit selepas setiap promosi.

Question 4

What models does Autonoma use under the hood?

Accepted Answer

A mix — small fine-tuned models for high-frequency narrow decisions (planner, gate-scorer), medium models for cross-domain reasoning, and frontier models when needed for novel situations. Our Tera Grid runtime routes each call to the cheapest model that meets the confidence threshold.

Question 5

What is the typical pilot timeline?

Accepted Answer

Two weeks to live in shadow mode (parallel to your existing process, no actions taken). Two more weeks to gated production (Autonoma proposes, human reviews). Four to six weeks to fully autonomous on the first workflow. Most customers run 6 to 12 workflows by month four.

Question 6

Can we replay any past decision?

Accepted Answer

Yes. Every autonomous action captures the full input context (data snapshot, model version, gate threshold, planner trace). Replay at any future point recreates the exact decision under the exact context, or under a different one if you are testing an alternative.

Question 7

Bagaimana Autonoma berbeza dengan platform AI agent lain seperti LangChain atau ChatGPT?

Accepted Answer

LangChain dan ChatGPT adalah rangka kerja AI agent untuk pembina. Autonoma ialah lapisan operasi agentic AI yang sudah dijalankan dalam produksi — armada AI agent yang merancang, membuat keputusan, dan belajar untuk perniagaan, bukan sekadar menjawab soalan. Setiap keputusan ditapis dengan tahap keyakinan dan boleh dimainkan semula sepenuhnya untuk audit.

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