AI-Native or Bolt-On? Questions to Ask a Planning Vendor

Start the evaluation with a retail decision

Ask a vendor to work through one decision your team recognises: whether to buy another quantity, rebalance a short location or hold a repeat. A fluent explanation of a report does not establish the source of its numbers or the authority behind the proposed action. The demonstration should make those responsibilities inspectable.

This is a practical evaluation framework, not a ranking of named vendors. Different tools can connect to business data in different ways. A chat interface alone proves neither capability nor incapability. The buyer needs to see the particular workflow, connection and control required for its operating model before deciding whether a product fits.

Ask which stock definition the answer uses

Physical stock, usable stock and available-to-promise stock can differ. Ask which system owns the measure, what timestamp it carries and whether reservations or unavailable units have already been excluded. A convincing answer should make double subtraction and double counting visible rather than leave the buyer to infer the definition.

For Core, the planning question needs a consistent opening position and existing commitments. Yukti’s proposal should be assessed against the relevant business scope and supported permissions. Do not assume every source updates instantly, or that a figure labelled stock is ready to support a purchase decision without reconciliation.

Require the calculation before discussing the recommendation

Use a controlled independent test: physical stock is 120 units, reserved stock is thirty and unavailable stock is ten. Those two excluded groups do not overlap, leaving eighty usable units. Expected sales are sixty and the closing target is thirty. With no further intake assumed in this test, required new intake is ten units.

At an assumed $35 unit cost, the proposed buy represents $350. An evaluator should be able to reproduce both the eighty-unit opening basis and the ten-unit requirement. A different result should expose which stock definition, included supply or target assumption changed. The purpose is to expose the basis, not test whether a screen can display a plausible number.

Ask what the recommendation can change

The evaluated action needs a quantity, destination or supplier scope, timing and permitted operation. A proposed ten-unit buy is not an executed purchase order. If the demonstration shows an approved scenario, ask how it differs from the active plan and how a later transaction is reconciled back to the source record.

Core’s relevant role includes budgets, MFP/WSSI and buying assumptions. Yukti’s relevant role includes proposed retail actions and the configured approval process. Confirm those behaviours in the required workflow rather than infer blanket authority from a successful answer. The article’s animation deliberately ends with a review gate and no order reference.

Test a changed input before trusting a polished answer

Repeat the decision with one controlled input changed. For example, update the demand assumption or identify a stale reservation before approval. Ask whether the quantity, explanation and review state reflect the new basis. The useful evidence is a traceable response, not another confident paragraph that repeats the earlier recommendation.

Keep this as an evaluation test rather than a claim that a particular product continuously monitors every external change. Connection frequency, permission checks and the supported hand-off need their own verification. A retailer should know which component supplies each guarantee before relying on it in live buying.

Ask for the boundary between approval and execution

An effective review must make it possible to decline, amend or recheck a proposal without implying that a transaction already occurred. If an authorised action is executed, request the relevant confirmation or reference and reconcile the outcome. A decision history and a source transaction answer different questions and should not be treated as substitutes.

For the worked example, the held operational position remains eighty usable units until actual events change it. The suggested ten units remain a planning proposal. The $350 is prospective commitment, not a saving, purchase confirmation or cost already incurred. These distinctions are more useful to a buyer than a broad claim about how native a product is.

Choose the workflow that survives the questions

Record what the evaluation established: the supported source, stock definition, reproducible calculation, permitted action and review outcome. Record gaps just as clearly. A workflow demonstrated for one source or scope does not prove every requested connector, product or approval route is available.

Bring these questions to Core and Yukti with your own decision in mind. The goal is a planning system the team can inspect and govern at the point of commitment. A useful recommendation becomes valuable when its reason, numbers and authority can be checked together, not when a vendor’s preferred label is repeated in the procurement document.

Common questions