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MAPICS and Infor XA AI Assistant Sizing and Value Calculator

This free calculator sizes a private AI assistant for MAPICS and Infor XA on IBM i: GPU count for the off-box model, token volume, index size, hours saved and payback. Use the chart to see cost against value as users grow.

Your numbers

users

Licensed or named MAPICS and Infor XA users who could use the assistant.

35 %

Percent of named users who ask at least one question per day.

questions
tokens

Include retrieved context. Typical range 1000 to 3000.

documents
pages
minutes

Measure in a pilot; this is the most uncertain input.

per hour
per GPU per month

Amortised purchase plus power, space and support, or a private cloud rate.

tokens/s

Assumption: depends on model, quantisation and batching. Measure on your hardware.

once

Integration, indexing, testing and rollout effort.

Your results

GPUs needed
2
Larger of the GPUs needed to hold the model and load divided by throughput per GPU.
Net monthly value
$31,160
Active users per day
88
Questions per day
700
Tokens per day
1,540,000
Questions per day times average tokens per question.
Peak concurrent requests
1
Assumes 25% of daily questions in the busiest hour and 20 seconds per answer.
Peak load
107
Tokens per second: the larger of 40 tokens/s per concurrent stream and busy-hour token volume.
GPUs with a standby replica
4
Adds one more model replica for resilience.
Vector index size
4.8
GB, assuming 2 chunks per page and about 6 KB per chunk including vectors and metadata.
Hours saved per month
980 hrs
21 working days per month.
Monthly value
$41,160
Monthly GPU cost (with standby)
$10,000
Simple payback
2.9 months
Setup cost divided by net monthly value. Zero means value does not cover running cost.

Planning estimate. Throughput, minutes saved and token counts vary widely; measure them in a pilot before committing budget.

Save results:

Monthly value vs GPU cost by named users

Sweeps Named users from 10 to 1000, holding your other inputs fixed.

Optional XA pilot scoping

We can help translate these estimates into a scoped pilot on your IBM i data.

Optional. The tool and every export work without this. No spam.

How to use the calculator

Enter the XA named users and the share active on a normal day, then questions per active user, tokens per question and answer, and the documents you will index. Add minutes saved, loaded hourly cost, GPU monthly cost and a one-time setup cost. The default assumes a larger model that needs two GPUs just to hold it, because XA sites often have a few hundred users.

Formulas and assumptions

Active users are named users times the active share and questions per day follow from that. Peak concurrency assumes 25 percent of questions in the busiest hour at 20 seconds each. Load is the larger of concurrency times 40 tokens per second and busy-hour tokens per second. GPUs are the larger of the model memory requirement and load divided by throughput per GPU, and the standby adds one model replica. Index size uses 2 chunks per page at about 6 KB. The IBM i is not sized here because inference runs off-box. A month is 21 working days.

Reading the result

Expect the GPU count to be set by the model footprint. The larger driver of project cost is the integration effort to build a replica and a glossary of XA fields, which you capture in the setup cost. If payback is zero, value does not cover running cost under your inputs, so test a smaller model or a narrower user group.

Frequently Asked Questions

Why does this not size the IBM i?

Because inference runs on separate x86 GPU servers. The IBM i only serves data reads or journal entries, which are a small load compared with normal batch and interactive work.

Should I include replica hardware?

Include it in the setup cost or add it to the GPU monthly cost field if you prefer a monthly figure. The calculator treats GPU cost and setup as separate inputs you control.

How many documents should I index?

Start with the sets users search most, such as drawings, POs and quality records. Index size is small for modest counts, but ingestion effort scales with document variety.

Can I model a smaller pilot?

Yes. Lower named users and active share, and the chart shows how cost and value change with scale.

If you want these numbers checked against your XA environment, Netray can help scope a pilot. The calculator is free either way.

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