Ask your quality
data anything.
Dhruv AI answers.

Dhruv AI is the Fast Suite's own AI and BI module, wired into Fast Quality Software. It puts a live quality role dashboard on your inspection, rejection, calibration and APQP data, writes insight summaries for you, answers plain-English questions straight from quality history through a read-only security sandbox — and clusters thousands of defect and 8D remarks into the handful of themes that actually keep recurring, ranked by item, work centre and supplier.

Live
quality dashboard straight from your data
Read-only
every AI query passes a security sandbox
By item
defect themes clustered by part and work centre
Ask Dhruv
Natural-language answers · quality data
Connected
Quality Rejection & 8D Calibration
Which items had the highest rejection PPM last month?
Sandbox-checked · read-only query · analytical views
Shaft housing and bracket-06 drove most of the rejected quantity. Housing rejects cluster around bore diameter; bracket around burr, which eased after the deburr control-plan change.
Shaft housinghighest PPM · bore diameter
Bracket-06improving since control-plan change
Cover platelowest PPM
Query validated Read-only · whitelisted views only
Trusted by quality teams running the Fast Suite across India and worldwide
Kakade Laser
Shree Engineering
Nikhtish Engineering
Micro India
Solidus Hi-Tech
Mubea Automation
Supertex Industries
Mutha Ventures
Kakade Laser
Shree Engineering
Nikhtish Engineering
Micro India
Solidus Hi-Tech
Mubea Automation
Supertex Industries
Mutha Ventures
Two ways in

See the plant. 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 quality role dashboard for the questions you ask every day, and a plain-English chat for the ones you've never asked before.

See it
Quality role dashboard & AI insights
The inspector, APQP engineer, calibration owner and quality manager each get a dashboard over the same live data — rejection PPM by item, work centre and supplier, overdue APQP gates, calibration-due gauges, open 8Ds and inspection acceptance. One click adds an AI-written summary of what the numbers are actually saying.
Rejection PPM Overdue APQP gates Calibration-due AI insight bullets
Ask it Flagship
Plain-English answers
Type the question the way you'd ask an inspector. 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 quality 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 quality records. Questions are answered through pre-defined analytical views, and every AI-drafted query is validated before it runs.

You Ask
"Which suppliers had the highest incoming rejection this quarter?" — 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 quality 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 quality intelligence,
one module over your live records

Everything runs on the inspection, rejection, calibration and APQP data you already capture in Fast Quality Software — no exports, no separate data warehouse project.

Live data Your role
Quality role dashboard
Rejection PPM, overdue APQP gates, calibration-due gauges and open 8Ds on one live dashboard — no waiting for a monthly quality MIS deck.
Rejection PPM by item and supplier
Overdue APQP gates and open 8Ds
Calibration-due and inspection rates
Filter by work centre and period
Dashboard AI summary
AI insight summaries
One click turns the dashboard you're looking at into short, written insights — where PPM crept up, which gate is slipping, which gauge is overdue, which defect is repeating.
Bullet-point analysis on demand
Written from the live numbers
Reads like a quality review note
Ready for the management review
Question Answer
Plain-English Q&A
Ask about rejection PPM, 8D ageing, APQP gate status, calibration overdue or acceptance rate — Dhruv answers from quality 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
Defect & 8D-remark clustering
AI groups free-text defect, NCR and 8D remarks into clusters of similar issues and names each — a Pareto view of recurring defects without a spreadsheet weekend.
Similar remarks grouped automatically
AI-generated cluster labels
Ranked by item, work centre, supplier
Choose how many clusters to see
Defect 8D context
Defect-backed view
Each defect theme carries its quality context — the item that raised it, the defect code, whether it went to an 8D or a deviation.
Item and work centre alongside the defect
Defect code tied to the FMEA
8D vs deviation vs scrap visible
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 — PPAP packages, inspection records and 8Ds are never altered.
SELECT-only, no writes ever
Whitelisted analytical views only
Admin and system keywords blocked
Connection credentials stored encrypted
01 — Quality Role Dashboard

The quality system, live,
for every role

The plant already runs on inspections, NCRs, gauges and APQP programs. Dhruv AI puts the management layer on top: an inspector sees the pending queue and acceptance rate; a calibration owner sees gauges due; an APQP engineer sees overdue gates; a quality manager sees rejection PPM by item, work centre and supplier and open 8Ds — all reading the same live data as the inspection and NCR screens.

Live — no exports, no month-end MIS lag
Rejection PPM and overdue gates visible at a glance
Slice by item, work centre, supplier and period
Connect more than one company database
Quality Dashboard — This Month
Rejection PPM1,240
TrendDown vs last month
Open 8Ds6
Overdue2 need attention
Top reject itemShaft housing
Cause clusterBore diameter
Gauges due4
APQP gates1 overdue
Illustrative dashboard · reads live quality data through analytical views
02 — AI Insight Summaries

The dashboard shows the numbers.
Dhruv writes the meaning.

Reading a dozen charts before a management review is work someone always skips. One click asks Dhruv AI to summarise the dashboard in front of you into short written insights — where PPM is shifting, which item is driving reject, which APQP gate is slipping and which gauges are due against the calibration register.

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 review, not a replacement for it
AI Insights — Quality Dashboard
Generated from the live view
Shaft housing is the largest source of rejection PPM and clusters around bore diameter.
Bracket-06 burr rejects are trending down since the deburr control-plan change went in.
One APQP gate is overdue and two 8Ds have a step past due — all on the same program.
Four gauges are due for calibration this week; none are past due yet.
Illustrative output · regenerate on demand
03 — Ask in Plain English

Every question runs read-only,
through a security sandbox

Letting an AI near your quality 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 — your PPAP records and 8Ds stay untouched.

The AI reads curated views — never raw quality 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 Item

A thousand remarks become
five themes — mapped to the part

Defect remarks are free text — every inspector words the same defect differently, so spreadsheets never add them up. Dhruv AI clusters similar defect, NCR and 8D remarks together and generates a readable label for each group. And because the view carries the item and work centre, each theme tells you not just what keeps happening, but where — which part and which station — so the rejection and 8D 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 item, work centre and supplier, not just count
Feeds the defect-vs-work-centre review on the floor
Recurring Defect Themes
AI-labelled
Bore diameter out of tol.Item: shaft housing · work centre: CNC turning
41 nos
Burr on edgeItem: bracket-06 · to rework
23 nos
Surface scratch / handlingItem: cover plate · to deviation
14 nos
Plating thickness lowSupplier lot · 8D opened
9 nos
Full capability set

Everything Dhruv AI adds to your quality system

Quality Role Dashboard

Rejection PPM, overdue APQP gates, calibration-due gauges, open 8Ds and inspection acceptance — over live inspection and NCR data.

AI Insight Summaries

One-click written analysis of the dashboard you're viewing — where PPM crept up, which gate is slipping, which defect is repeating — regenerated whenever the data changes.

Plain-English Answers

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

Defect & 8D Clustering

Free-text defect, NCR and 8D remarks clustered into recurring themes with AI-generated labels, ranked by item, work centre and supplier — the Pareto view of what keeps going wrong.

Defect Context

Defect themes carry the item, the defect code and whether the issue went to an 8D or a deviation — so analytics reflect the outcome, 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 quality data was always in the system — the answers weren't. Now I ask Dhruv the question in the management review and we look at rejection PPM by item together, live, instead of assigning someone a report for next week."
QH
Quality Head
Automotive component manufacturer — Pune
Read-only
the AI reads whitelisted analytical views — it cannot touch, change or delete a single inspection, NCR or PPAP record
One module
dashboard, insight summaries, plain-English answers and defect clustering over the same live quality data

Ask your own quality data
a question — live

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

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