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Food & Beverage AI agent · Order entry

Order-Entry & Sales-Desk AI Agent

Capture the order line by line, price it from the card the customer is already on, and hold it for the person on the sales desk who accepts it or declines it.

Typical delivery
4–6 weeks
Deployment
Your stack
Person accepts
Capture only
After launch
Agent Care

What this agent does

Taking an order is not accepting one

In

  1. 01

    Inbound orders by phone, email or EDI, and outbound calls made under the rules that attach to the number dialled.

  2. 02

    All-party consent as the default on a recorded line, with the AI disclosure given before capture.

Reason

  1. 03

    Line items, quantities and dates, normalised and matched to the item master on the account.

  2. 04

    Prices read from the published card that customer sits on, never negotiated on the call.

  3. 05

    Credit status read and never set, so a blocked account stops an order instead of releasing it.

Decide

  1. 06

    Language limits on every turn, so nothing the agent says can reasonably read as acceptance.

  2. 07

    A named person on the sales desk, who accepts the order, amends it or declines it.

Out

  1. 08

    Retention of the call, the order as captured, the terms quoted and the acceptance itself.

  2. 09

    Write actions only inside the approval boundaries agreed during implementation.

Product statement

The agent captures and prices what the customer asked for; a person on the desk accepts it, and the business is bound by that acceptance rather than by the call.

Example workflow

One order, call to acceptance

  1. 1Order receivedCall, email or EDI message, with the disclosure given before capture
  2. 2Lines capturedItems, quantities and dates, each matched to the item master
  3. 3Order pricedLines, published prices and confidence
  4. 4Controls appliedItem and price checks against the published card, credit-status checks, consent posture for the line, held-act checks and confidence threshold

No human action required

Stages 1 to 4 run unaided, and nothing is accepted at any of them — the agent is capturing, and the sales desk's lane opens at the confidence gate.

5DecisionBranches at the confidence threshold
High confidence

Goes to the sales desk to accept.

Low confidence

Adds a credit-control read first.

Sales-desk acceptance

The order is held with the terms it was captured under, its flags and the confidence.

Accept · Amend · Send to credit control

Accepted — released to fulfilment

  1. 6ERP and order systems updatedOnly where write access and approval policy allow it
  2. 7Outcome evaluatedDesk amendments, flagged-line outcomes, credit holds and disputes raised after the order shipped

Amendments

Every desk amendment is counted in the evaluation.

What should not run autonomously

Human approval stays in control

Outside the boundary — human approval required

8 items

  • Committing the business to an order it has taken.
    • Confirming a price, a quantity or a ship date.
    • Extending credit or varying the payment terms.
    • Releasing an order held on a blocked account.

  • Automation boundary

    Agent acts unaided

    • ✓Capture the lines, the quantities and the dates requested into the review queue.
    • ✓Price each line from the published card the customer sits on for the named owner.
    • ✓Give the notice before a word of the call is captured.
    • ✓Hold the order for the named person on the sales desk.

    Any write happens inside the boundaries agreed at implementation, never ahead of the acceptance.

    • Answering an allergen or specification question.
    • Settling a claim, a shortage or a deduction dispute.
    • Agreeing terms that differ from the trading terms.
  • Changes to authority limits or disclosure rules.

Example output

One order, annotated

Everything the agent captured is attached to the terms it was captured under.

Order-capture output · single order

Illustrative example
Order
Trade customer order
Line as captured
Case quantity and delivery date, captured as the customer stated them
Price applied
Published card price
Where the price came from
Price list on the account
Confidence
93%
What happens next
Held for the sales desk to accept

As received

Taken from the customer's account and the published price list — the agent quoted nothing of its own.

Source records used

  • Published price list
  • Customer account record
  • Item master and stock

Why it stops here

A recorded order is an offer, and acceptance is the act that binds the business.

What the score decides

Below the configured threshold the order picks up a credit-control read first.

Action

AcceptAmendSend to credit control

Value

Where AI adds value

The same four claims, placed at the point in the workflow where each one applies.

Where the value lands

Value 01 – 04

Every order

From the customer record

03Capturing

Capture from the call

Draw on the item master, the published price card and the trading terms on the account.

01Approved path

Take it, a person accepts it

Routine reorders arrive captured, priced and matched to the account.

02Human review

Send the desk the ones that bind

Credit, terms and specification questions are held, so the desk's attention goes where the commitment sits.

04

Build an evidence trail

The order, the terms it was taken under and the person who accepted it stay on the file.

Integrations

Typical integrations

Five system groups connect to the same agent. Which of them are in scope is decided in discovery.

  • ERP and order management

    • SAP
    • Infor
    • NetSuite
    • Order entry
    • item master

  • Customer and pricing

    • CRM
    • published price lists
    • Trading terms
    • account records

  • Order channels

    • Telephone
    • email
    • EDI
    • Customer portals
    • order forms

Agent

Order capture

  • Gives the notice
  • Captures and prices
  • Holds for acceptance

  • Credit and finance

    • Credit control
    • account status
    • Invoicing and claims

  • Observability & evaluation

    • OpenTelemetry
    • Langfuse
    • Supported monitoring/evaluation sources

Integration availability depends on the client's existing systems and API access.

Agent controls

Six layers between the model and the order

Each layer contains the next. What gets past the set is listed in the map below.

L6 · Outermost — last line of defence

Inward → L1 · closest to the model

L6Rollback / safe modeReduce the agent to order capture when evaluation or production signals degrade.Roll back
L5Version monitoringTrack model, prompt, price-card and authority-limit changes.Track
L4Order trailRecord the notice, the call, the lines, the terms and the acceptance.Record
L3Desk acceptanceHold the order for the named person on the desk; the hold governs acceptance, not whether the lines are right.Gate
L2Language guardrailsTest what the agent may say against the acceptance wording and the held-act list; a failure returns the order. The words are tested; what a customer inferred from them is not.Restrict
L1Confidence thresholdsRoute low-confidence orders to credit control before the desk sees them.Require review
Model coreOrder captured — lines, published prices, flagged terms and confidence
L1 – L2
Test whether an order may stand
L3
Puts the acceptance in a person's hands
L4 – L5
Keep the order and the terms behind it
L6
Reduces to order capture when signals degrade

How Nestack evaluates it

Evaluate the capture workflow — not only the order that shipped.

Coverage runs the whole depth of the workflow, and every layer is cut by slice.

Surface — the order the customer expects

  1. E1Final-output evaluationDid every captured line match what the customer actually asked for?
  2. E2Step-level evaluationDid the agent use the right account, price card and terms?
  3. E3Tool evaluationDid it read and write the correct order and the correct field?
  4. E4Confidence calibrationDo low-confidence orders actually attract more desk amendments?
  5. E5Slice evaluationHow does performance change across specific customer groups?
  6. E6Business outcomeHow many orders needed an amendment, or a dispute after shipping?

Floor — the order the business is bound to

Failure modes

Where each failure originates in the agent

Seven ways an order goes wrong, placed by stage.

Agent lifecycle

Direction of processing →

  1. 01 · Retrieval

    1 mode

    • BN-03

      Superseded price card

      A line is priced from a card the account has moved past.

    Stage gathers

    Call or message, account record, item master and terms

  2. 02 · Reasoning

    2 modes

    • BN-04

      Wording reads as yes

      A confirmation phrase is heard as acceptance of the order.

    • BN-06

      Credit status assumed

      A blocked or expired account is treated as though open.

    Stage proposes

    Captured lines, flagged terms and confidence

  3. 03 · Tool / write

    2 modes

    • BN-02

      Order released early

      An order moves to fulfilment before a person accepts it.

    • BN-05

      Line captured twice

      The same line arrives on a call and an email and both stand.

    Stage writes

    Only where write access and approval policy allow it

  4. 04 · Output

    1 mode

    • BN-01

      Notice not given

      Capture begins before the disclosure the line is configured to give.

    Stage returns

    The order a person accepts and the business is bound to

  5. 05 · Change / Version

    1 mode

    • BN-07

      Silent authority drift

      A model or rule change widens what the agent will commit to.

    Stage tracks

    Model, prompt, price card and authority limits

  • Sev-1 · an order accepted at capture
  • Sev-2 · a wrong price reaches the order
  • Sev-3 · source degrades, order routes to review
See the complete Food & Beverage failure-mode catalogue

Affected slices

Overall accuracy can hide one bad cohort

Break the amendment rate down before you accept it. Contract-price accounts and accounts on stop carry the terms that actually bind, and they are where an aggregate stops being informative. Nestack reports the rate by customer slice.

Slice performance — reported separately, not only in aggregate

Illustrative example
SliceFailure rateLiftLift vs. thresholdStatus
Contract-price accounts5.3%3.4×Review
New or blocked accounts3.3%2.1×Review
Substituted items2.6%1.7×Watch
Standing weekly reorders1.2%0.8×Normal

Bar: desk-amendment-rate lift vs. standing-reorder baseline · scale 0–4.0× · tick marks the 2.0× review threshold

2 of 4 slices over threshold

Evidence-linked improvement

A cycle ends in a standing case

Nothing closes because it was understood. It closes when the next release has to pass a case, and that suite is what the next order taken is measured against.

Improvement cycle · five stages

Switchback — the path turns at Improve and returns at Learn

  1. 01

    Detect

    Desk-amendment rate rises in a customer slice.

  2. 02

    Diagnose

    Which account, which card, which phrase? The orders and the calls beneath them are read together until the cause narrows to one.

  3. 03

    Improve

    Changes ship against a version with the orders that caused them.

  4. 04

    Verify

    A failing case blocks release until it clears.

  5. 05

    Learn

    The case is permanent, and the acceptance rules move with it.

  6. Learn → Detect

    The return edge. The next order meets a suite one case longer.

Typical build scope

Twelve workstreams across six weeks

The build scope read against the delivery timeline. Week structure follows the six-week plan — discovery, sources, capture workflow, evaluation, integration, then production validation and handover.

Workstream

Week 1Week 2Week 3Week 4Week 5Week 6

  1. 01Order workflow discovery and boundary definition with the sales desk.Week 1
  2. 02ERP, CRM and pricing source assessment.Week 1, Week 2
  3. 03Authority-limit, terms and disclosure mapping by customer group.Week 1, Week 2
  4. 04Order ingestion and line normalisation.Week 2
  5. 05Pricing from the published card.Week 2, Week 3
  6. 06Confidence scoring and credit-hold routing.Week 3
  7. 07Sales-desk acceptance workflow.Week 3, Week 4
  8. 08ERP and order-system integration.Week 5
  9. 09Acceptance and price cases.Week 4, Week 5
  10. 10Guardrails and credit controls.Week 4
  11. 11Order-trail instrumentation.Week 5, Week 6
  12. 12Deployment, documentation and Agent Care handover.Week 6

12 workstreams · 6 weeks · bar shows the weeks a workstream is active — several run in parallel

Final scope and sequence confirmed in discovery

Engagement tiers

What each tier includes

Rows are the capabilities named in each tier's scope. Higher tiers include everything below them.

Capability✓ in scope · — not at this tierPilotOne desk, one customer groupProductionProduction order systemsAdvancedMultiple entities / regions
Introduced at Pilot
Capture against your item master✓✓✓
Sales-desk acceptance✓✓✓
Order-accuracy baseline✓✓✓
Introduced at Production
Reporting by customer group—✓✓
Acceptance workflow in your systems—✓✓
Approved write-back—✓✓
ERP and order integration—✓✓
Introduced at Advanced
Multi-entity terms rules——✓
Multi-stage desk approvals——✓
High order volume——✓
Multi-entity order controls——✓
Build priceFrom $5,000From $8,000Custom quote
Final build price
Confirmed after discovery based on integrations, workflow complexity, order volume, approval controls and deployment requirements.
Separate from build
Build pricing is separate from recurring Agent Care, which covers managed monitoring, evaluations, incidents and verified improvements after launch.

What we need from you

What you bring, and what we build with it

Each input maps to a piece of build scope and a week in the delivery timeline.

  1. 01Your item master and the units each line uses

    Order ingestion and item mapping

    Week 1

  2. 02Orders your desk has already taken

    Capture baseline, line extraction and price binding

    Week 2

  3. 03Your published price cards and trading terms

    Authority-limit, terms and disclosure mapping

    Week 1

  4. 04Access to relevant APIs, feeds or exports

    ERP, CRM and pricing assessment, then integration setup

    Week 2

  5. 05Orders you would not want accepted

    Acceptance cases and failure-mode testing

    Week 4

  6. 06What taking an order may never commit

    Confidence scoring, credit-hold routing, guardrails and acceptance controls

    Week 3

  7. 07The named people who accept orders

    Acceptance workflow, then pilot and production validation

    Weeks 5–6

Nothing else is required

Deployment, documentation and Agent Care handover are ours.

Delivery timeline

Four phases across six weeks

Each band covers the weeks it genuinely occupies, so the fifth week holds two kinds of work.

Phase

W1

W2

W3

W4

W5

W6

  1. DiscoveryW1
  2. BuildW2 – W3
  3. EvaluateW4 – W5
  4. Pilot & LaunchW5 – W6

Week focus

W1Order workflow discovery, terms mapping and the automation boundary

W2Source integration and the capture baseline

W3Capture workflow, confidence logic and acceptance controls

W4Evaluation suite, held-act guardrails and failure-mode testing

W5ERP integration, pilot orders and targeted corrections

W6One order cycle taken under the sales desk, then Agent Care handover

Reading the band
A band covers the weeks its work is named in, and the fifth carries two kinds of it.
At the end of W6
Live orders close the validation and monitoring moves to Agent Care.
Duration
Six-week plan shown · typical delivery 4–6 weeks depending on scope confirmed in discovery.

Next step · Food & Beverage AI agent

Build an order-entry agent that captures the order and leaves acceptance with a person.

An order is an offer and acceptance binds, so the agent captures, prices from the published card and holds; a mobile number carries the calling rules whether or not the customer is a business. Bring your item master, your price cards and trading terms, the authority limits the desk works to, and the names of the people who accept.

Typical delivery
4–6 weeks
Deployment
Your order desk
Person accepts
Capture only
After launch
Agent Care available

Nestack Agents · Order capture

AGT-FB-07 · Agent Care available after launch

Build an order-entry agent

Four questions so the call starts from your actual setup — then pick a time that suits you.

About you
Your orders

No obligation. We’ll map the workflow, name the automation boundary and tell you if an agent is the wrong answer.