Ask your production
data anything.
Dhruv AI answers.

Dhruv AI is the Fast Suite's own AI and BI module, wired into Fast Production Software. It puts a live Production role dashboard on your work-order, WIP and rejection data, writes insight summaries for you, answers plain-English questions straight from production history through a read-only security sandbox — and clusters thousands of rejection and defect remarks into the handful of themes that actually keep recurring, ranked by work center and item.

Live
Production dashboard straight from ERP data
Read-only
every AI query passes a security sandbox
By work center
reject themes clustered by station and item
Ask Dhruv
Natural-language answers · production data
Connected
Production Rejection & rework Work orders
Which work centers had the most rejections last month?
Sandbox-checked · read-only query · analytical views
CNC turning and the welding cell drove most of the not-OK quantity. Turning rejects cluster around bore diameter; welding around porosity, which eased after the fixture change.
CNC turninghighest reject qty · bore diameter
Welding cellimproving since fixture change
Assembly line 2lowest reject qty
Query validated Read-only · whitelisted views only
Trusted by teams running the Fast Suite across India and the Gulf
Solidus Hi-Tech
Nikhtish Engineering
Micro India
Mutha Ventures
Mubea Automation
Supertex Industries
GLO-IND
MMB Bahrain
MMB Kuwait
Finolex Industries
Solidus Hi-Tech
Nikhtish Engineering
Micro India
Mutha Ventures
Mubea Automation
Supertex Industries
GLO-IND
MMB Bahrain
MMB Kuwait
Finolex Industries
Two ways in

See the floor. Then ask
the questions the dashboard can't

Dashboards answer the questions you thought of when they were built. Dhruv AI covers both halves: a live Production role dashboard for the questions you ask every day, and a plain-English chat for the ones you've never asked before.

See it
Production role dashboard & AI insights
Production heads, quality managers and plant managers each get a dashboard over the same live ERP data — throughput, work-order status, output by machine, shift and operator, top rejections and cycle time. One click adds an AI-written summary of what the numbers are actually saying.
Daily throughput WO status Reject & cycle time AI insight bullets
Ask it Flagship
Plain-English answers
Type the question the way you'd ask a supervisor. Dhruv AI drafts a read-only query, the security sandbox validates it, and you get the data plus a plain-language answer — from your live production history, not a stale export.
Question → answer Read-only sandbox Whitelisted views only Data shown with the answer
How a question becomes an answer

Plain English in. Sandboxed query.
Data and answer out.

Dhruv AI never touches your raw production records. Questions are answered through pre-defined analytical views, and every AI-drafted query is validated before it runs.

You Ask
"Which items ran over cycle time this week?" — typed the way you'd say it
Dhruv Drafts a Query
The AI translates your question into a read-only query against the analytical views built over your production data
Sandbox Validates
SELECT-only, whitelisted views only, write and admin keywords blocked, stacked statements rejected — or the query never runs
Data + Answer
You get the result set and a plain-language summary — so the answer is checkable, not a black box
What Dhruv AI gives you

Six kinds of production intelligence,
one module over your live shop floor

Everything runs on the work-order, WIP and rejection data you already capture in Fast Production Software — no exports, no separate data warehouse project.

Live ERP data Your role
Production role dashboard
Throughput, work-order status and rejection on one live dashboard — no waiting for a monthly production MIS deck.
Daily throughput and WO status
Output by machine, shift, operator
Top rejections and cycle time
Filter by work center and period
Dashboard AI summary
AI insight summaries
One click turns the dashboard you're looking at into short, written insights — what moved, where reject crept up, which work order is slipping.
Bullet-point analysis on demand
Written from the live numbers
Reads like a shift review note
Ready for the production meeting
Question Answer
Plain-English Q&A
Ask about rejection, cycle time, WO ageing, consumption vs BOM — Dhruv answers from production history with the data attached.
No report writer needed
Answer plus underlying data
Runs on live data, not exports
Sandbox-validated every time
Remarks Themes
Reject-theme clustering
AI groups free-text rejection and defect remarks into clusters of similar issues and names each — Pareto analysis of defects without a spreadsheet weekend.
Similar remarks grouped automatically
AI-generated cluster labels
Ranked by work center and item
Choose how many clusters to see
Reject Rework context
Rejection-backed view
Each defect theme carries its production context — the work center that raised it, the WO it hit, whether it went to rework or scrap.
Work center alongside the reject
Reject vs rework vs scrap visible
Tied back to the work order
Themes judged by the outcome
Every AI query Sandbox
Security sandbox
AI access is read-only by design. Queries are validated before execution and can only touch the analytical views you've whitelisted.
SELECT-only, no writes ever
Whitelisted analytical views only
Admin and system keywords blocked
Connection credentials stored encrypted
01 — Production Role Dashboard

The shop floor, live,
for every role

The floor already runs on work orders, route sheets and WIP bookings. Dhruv AI puts the management layer on top: a production head sees throughput and work-order status; a quality manager sees rejection by work center and item; a plant manager sees cycle time and output by machine, shift and operator — all reading the same live data as the work-order screens.

Live — no exports, no month-end MIS lag
Reject and cycle-time pressure visible at a glance
Slice by machine, shift, operator and period
Connect more than one company database
Production Dashboard — This Month
Open work orders18
Behind schedule4 need attention
Good WIP booked284 nos
Reject WIPTrending down
Top reject work centerCNC turning
Cause clusterBore diameter
FG transferred240 nos
To stockLot-tracked
Illustrative dashboard · reads live production data through analytical views
02 — AI Insight Summaries

The dashboard shows the numbers.
Dhruv writes the meaning.

Reading a dozen charts before a production meeting is work someone always skips. One click asks Dhruv AI to summarise the dashboard in front of you into short written insights — where output is shifting, which work center is driving reject, where cycle time is creeping and which work orders are slipping against the route sheet.

Written from the same live data the charts use
Bullet points, not a wall of prose
Regenerate any time the data moves
A head start for the shift review, not a replacement for it
AI Insights — Production Dashboard
Generated from the live view
CNC turning is the largest source of reject WIP and clusters around bore diameter.
Welding-cell porosity is trending down since the fixture change went in.
Four work orders are behind their route-sheet dates — all waiting on the same sub-assembly.
FG transfer kept pace with WIP output; no build-up between the last operation and stock.
Illustrative output · regenerate on demand
03 — Ask in Plain English

Every question runs read-only,
through a security sandbox

Letting an AI near your production database is a fair worry — so Dhruv AI is built to make writes impossible, not just unlikely. Your question becomes a query against pre-defined analytical views. Before it runs, the sandbox checks it: read-only statements only, whitelisted views only, no write or admin keywords, no stacked statements, comment tricks stripped. Fail any check and the query never executes.

The AI reads curated views — never raw production tables
Answers show the data alongside the summary
Database credentials held encrypted
Your operational system stays untouched
Sandbox checks — every AI query
Statement type
What the query does
Read-only SELECT
Anything else rejected
Data scope
What it may touch
Whitelisted views only
No raw tables
Write keywords
Insert, update, delete, drop…
Blocked
Query refused outright
Stacked statements
Multiple queries chained
Rejected
One statement at a time
Comment obfuscation
Hidden instructions in comments
Stripped
Before validation
04 — Defect Themes, By Work Center

A thousand remarks become
five themes — mapped to the line

Rejection remarks are free text — every operator words the same defect differently, so spreadsheets never add them up. Dhruv AI clusters similar remarks together and generates a readable label for each group. And because the view carries the work center and item, each theme tells you not just what keeps happening, but where — which station and which part — so the rejection and rework discussion starts from the real Pareto, not a hunch.

Differently-worded remarks about the same defect land in one cluster
Labels generated automatically — rename them if you like
Ranked by work center and item, not just count
Feeds the defect-vs-work-center review on the floor
Recurring Reject Themes
AI-labelled
Bore diameter out of tol.Work center: CNC turning · item: shaft housing
41 nos
Weld porosityWork center: welding cell · to rework
23 nos
Surface scratch / handlingWork center: assembly · to scrap
14 nos
Plating thickness lowVendor operation · replacement PR
9 nos
Full capability set

Everything Dhruv AI adds to your shop floor

Production Role Dashboard

Throughput, work-order status, output by machine, shift and operator, top rejections and cycle time — over live WIP and material data.

AI Insight Summaries

One-click written analysis of the dashboard you're viewing — what moved, where reject crept up, which WO is slipping — regenerated whenever the data changes.

Plain-English Answers

Questions about production history answered as data plus a written summary — no report writer, no SQL, no waiting on IT.

Reject-Theme Clustering

Free-text rejection and defect remarks clustered into recurring themes with AI-generated labels, ranked by work center and item — the Pareto view of what keeps going wrong.

Rejection Context

Defect themes carry the work center, the item and whether the reject went to rework or scrap — so analytics reflect the outcome on the line, not just the symptom.

Read-Only by Design

A security sandbox validates every AI-drafted query — SELECT-only, whitelisted analytical views, blocked write keywords, encrypted connection credentials.

"The production data was always in the system — the answers weren't. Now I ask Dhruv the question in the morning meeting and we look at the reject by work center together, live, instead of assigning someone a report for next week."
PH
Production Head
Automotive component manufacturer — Pune
Read-only
the AI reads whitelisted analytical views — it cannot touch, change or delete a single production record
One module
dashboard, insight summaries, plain-English answers and reject clustering over the same live production data

Ask your own production data
a question — live

Bring a real question from your last production review. In a 30-minute demo we'll connect Dhruv AI to sample production data and answer it in front of you.

Get a demo See pricing
Read-only security sandbox Runs on your live production data Works standalone or with the Fast Suite On-premise or cloud