G.R.I.T answers staff questions only from your approved documents, checks each person's access before it searches, and cites the source. It drafts reports and requests, and a person approves them before anything moves. It is designed to run on your own servers, fully offline.
PDF, Word, Excel and scanned files are read and split into citeable sections.
02
Access gate
Every search runs inside the person's access level. Restricted sections are never read for them.
03
Search
Keyword and semantic search together, with typo and phrasing tolerance.
04
G.R.I.T Core
Writes the answer only from the passages the access gate allowed, with citations.
05
Approvals
Drafted actions go to the approvers set for that action.
06
Audit log
Append-only. Edits and deletes are blocked by the database.
Written answer with citations · live demoDemo Pay Co. is fictional
What G.R.I.T is
One governed platform: ask, act, audit
Lean Six Sigma, PMP and GMP principles are built in. When G.R.I.T uses them, the answer is labelled as a general principle, not your company's procedure.
Ask
Answers from approved documents only
Every answer cites the document and section it came from. When no approved source covers the question, G.R.I.T says so instead of guessing.
Act
Drafts that a person approves
Incident reports, requests and reviews are drafted from your procedures and routed to the approvers your company names. Nothing is sent, saved or published until a person approves.
Audit
A record of who asked and who approved
Questions, denials, drafts and decisions are written to an append-only audit log. The log records who, what and which source; it does not store the answer text.
How it differs from an ordinary chatbot
An ordinary chatbot
G.R.I.T
Answers from whatever it was trained on
Answers only from documents your company approved
Same answer for everyone
Checks the person's grade and department before it searches
Sources optional
Cites the document and section for every answer
Fills gaps with a guess
Says when no approved source exists, and logs the gap
Acts on its own
Drafts only. A named person approves
Architecture
Six stations from question to answer
The same line runs in every industry system. Only the documents, roles, access levels and approval chains change.
Documents
PDF, Word, Excel and scanned files are read and split into citeable sections.
Access gate
Every search runs inside the person's access level. Restricted sections are never read for them.
Search
Keyword and semantic search together, with typo and phrasing tolerance.
G.R.I.T Core
Writes the answer only from the passages the access gate allowed, with citations.
Approvals
Drafted actions go to the approvers set for that action.
Audit log
Append-only. Edits and deletes are blocked by the database.
Industry explorer
10 configurations, one platform
Each system loads its own documents, roles, access levels, approval chains and three ready workflows. All 10 can be shown on fictional companies; Fintech is the most thoroughly tested.
Your inputG.R.I.T draftG4 ProcurementCompliance reviewerAudit log
Policy exception request
Your inputG.R.I.T draftG5 Head of ComplianceAudit log
Approvals · live demoDemo Pay Co. is fictional
Access check · front-line role“What fee does NovaProcess charge per card transaction?”Not available at your access level. Escalation offered.Book a Fintech walkthrough
MFG
Manufacturing
System 02 of 10Demo (fictional data)
Line, safety and quality procedures answered at the line; shift handovers and CAPAs drafted for sign-off.
Who uses it
Line operators, production leads, procurement managers, QA reviewers
The problem
Operators need the exact step for a jam or a lockout now, and a quality deviation needs a CAPA a reviewer can sign.
Governance
The Supply Agreement — Apex Metals is confidential: only Procurement staff at manager level and above can open it
Deviation / CAPA goes to the production manager, then the quality reviewer
Safety procedures (lockout/tagout, forklift) answered with the section cited
Three workflows · drafted by G.R.I.T, approved by people, logged
Shift handover
Shift logG.R.I.T draftG3 Lead · ProductionAudit log
Purchase request
Your inputG.R.I.T draftG4 Manager · ProcurementAudit log
Deviation / CAPA
Your inputG.R.I.T draftG4 Manager · ProductionQuality reviewerAudit log
Shift handoverIllustrative · Demo Co. is fictional
Line 2 · Shift B → Shift C
Output
4,120 cartons (plan 4,400)
Downtime
38 min — packer jam ×2, PE-04 sensor
Open issues
PE-04 bracket loose — ticket MT-2291
Safety
No incidents. LOTO applied twice, logged.
Access check · front-line role“What is our contract price for 2.0 mm steel coil from Apex Metals?”Not available at your access level. Escalation offered.Book a Manufacturing walkthrough
LOG
Logistics
System 03 of 10Demo (fictional data)
Receiving, carrier and safety procedures answered on the warehouse floor; exceptions and near-misses drafted for review.
Your inputG.R.I.T draftG4 Manager · OperationsAudit log
Incident / near-miss + CAPA
Your inputG.R.I.T draftG3 Lead · WarehouseHSE reviewerAudit log
Shipment exception reportIllustrative · Demo Logistics Co. is fictional
SHP-26-1043 — 2 pallets damaged
Shipment
Inbound SHP-26-1043 · ASN 44871 · Swift Haul
Exception
Damage — crushed corners, wet cartons
Quantity affected
2 of 22 pallets (96 cartons)
Immediate action taken
Photographed, moved to quarantine bay Q1, noted on POD, driver signed
Access check · front-line role“What is our rate for a full truckload from Jebel Ali to Abu Dhabi with Swift Haul?”Not available at your access level. Escalation offered.Book a Logistics walkthrough
HOS
Hospitality
System 04 of 10Demo (fictional data)
Service-recovery, room and food-safety procedures answered for front-line staff; recoveries and HACCP deviations drafted within authority.
Who uses it
Front desk agents, engineering leads, front office managers, quality and food-safety reviewers
The problem
Staff need to know what they may offer a guest, when a room goes out of order, and what to do when a critical limit is breached.
Governance
The Linen Supply Agreement — CleanWave Laundry is confidential: only Finance staff at manager level and above can open it
Each recovery draft states whose authority it falls within
HACCP deviation goes to the F&B manager, then the quality reviewer
Three workflows · drafted by G.R.I.T, approved by people, logged
Guest complaint / service recovery
Guest call noteG.R.I.T draftG4 Front Office ManagerAudit log
Room out-of-order work order
Your inputG.R.I.T draftG3 Engineering LeadAudit log
Food-safety (HACCP) deviation + CAPA
Your inputG.R.I.T draftG4 F&B ManagerQuality reviewerAudit log
Guest complaint / service recoveryIllustrative · Demo Hotels Co. is fictional
Room 1102 — late room service, cold food
Guest and stay
Room 1102 · 2 nights · arrived 16 Oct
Complaint
Room service 55 min late; main course cold
Action taken so far
Apologised, meal replaced within 20 min
Recovery offered
Room service charge removed (AED 145)
Access check · front-line role“What do we pay CleanWave Laundry per bath towel?”Not available at your access level. Escalation offered.Book a Hospitality walkthrough
EDU
EdTech
System 05 of 10Demo (fictional data)
Publishing, data-access and refund policies answered for content and support teams; requests drafted with least access.
Who uses it
Content developers, content leads, support managers, academic managers
The problem
Every lesson needs accuracy and accessibility checks before publishing, and requests for learner data must be justified and limited.
Governance
The Video Platform Licence — StreamClass is confidential: only Engineering staff at manager level and above can open it
Data-access drafts ask whether minors' data is included and record a removal date
Content goes to the content lead, then the academic manager
Three workflows · drafted by G.R.I.T, approved by people, logged
Your inputG.R.I.T draftG4 Support ManagerAudit log
Content review & publishIllustrative · Demo Learn Co. is fictional
Grade 6 Maths · Fractions quiz v2
Content and version
Grade 6 Maths · Fractions quiz v2 (12 questions)
What changed
3 questions rewritten; answer key corrected for Q7
Accuracy check
Checked by second subject expert
Accessibility check (captions, alt text, contrast)
Alt text added to 4 diagrams; contrast passed
Access check · front-line role“What do we pay StreamClass per active learner?”Not available at your access level. Escalation offered.Book an EdTech walkthrough
AGR
Agritech
System 06 of 10Demo (fictional data)
Spraying, quality and traceability procedures answered for field teams; lot records and deviations drafted for review.
Who uses it
Field technicians, field leads, farm operations managers, quality reviewers
The problem
Harvest timing depends on pre-harvest intervals, and every lot needs a traceability record that holds up in an audit.
Governance
The Fertiliser Supply Agreement — GreenGrow Supplies is confidential: only Procurement staff at manager level and above can open it
Traceability drafts include the last spray and the pre-harvest interval check
Quality deviation goes to the farm operations manager, then the quality reviewer
Three workflows · drafted by G.R.I.T, approved by people, logged
Input purchase request
Store stock sheetG.R.I.T draftG4 ProcurementAudit log
Quality / safety check deviation
Your inputG.R.I.T draftG4 Farm Ops ManagerQuality reviewerAudit log
Harvest lot traceability record
Your inputG.R.I.T draftG3 Field LeadAudit log
Input purchase requestIllustrative · Demo Farms Co. is fictional
NPK 20-20-20 × 40 bags
Input and specification
NPK 20-20-20 water-soluble fertiliser, 25 kg bags
Quantity
40 bags
Approved supplier
GreenGrow Supplies (contracted)
Quotes needed
None — contracted price applies
Access check · front-line role“What price do we pay GreenGrow for NPK 20-20-20?”Not available at your access level. Escalation offered.Book an Agritech walkthrough
HLT
HealthTech
System 07 of 10Demo (fictional data)
Complaint, data-protection and nonconformance procedures answered for support and engineering teams; records drafted for the reviewers.
Who uses it
Customer support specialists, engineering leads and managers, QA, clinical safety and data protection reviewers
The problem
A customer report may involve patient harm or patient data, and both must reach the right reviewer with the facts recorded.
Governance
The Cloud Hosting Agreement — SkyCompute is confidential: only Engineering staff at manager level and above can open it
Possible patient harm is assessed by clinical safety reviewers, not by G.R.I.T
Patient-data drafts ask whether test data can be used instead
Three workflows · drafted by G.R.I.T, approved by people, logged
Your inputG.R.I.T draftG4 Data Protection OfficerAudit log
Software nonconformance
Your inputG.R.I.T draftG4 Engineering ManagerQA reviewerAudit log
Incident / complaint recordIllustrative · Demo Health Co. is fictional
Eastgate Clinic — duplicate appointment reminders
Customer and product version
Eastgate Clinic (fictional) · ClinicFlow 5.1
What was reported
Patients received each appointment reminder twice on 15 Oct
Possible patient harm?
Not known — to be assessed by Clinical Safety
Immediate action
Duplicate send job paused at 16:10
Access check · front-line role“What backup recovery point does SkyCompute guarantee?”Not available at your access level. Escalation offered.Book a HealthTech walkthrough
SAS
SaaS
System 08 of 10Demo (fictional data)
Incident, release and escalation procedures answered for engineering and customer teams; postmortems and go/no-go checklists drafted.
Who uses it
Support engineers, SRE leads, engineering managers, security reviewers
The problem
Postmortems have deadlines, releases need a documented go/no-go, and service credits must match the contract.
Governance
The Cloud Provider Agreement — NimbusHost is confidential: only Engineering staff at manager level and above can open it
Release go/no-go goes to the engineering manager, then the security reviewer
Recommendations are drafted for the approvers, not decided by G.R.I.T
Three workflows · drafted by G.R.I.T, approved by people, logged
Your inputG.R.I.T draftG4 QualityG5 Head of QualityAudit log
Supplier qualification review
Your inputG.R.I.T draftG4 ProcurementQuality reviewerAudit log
Controlled-document access requestIllustrative · Demo Defence Co. is fictional
Test procedure TP-118 — access request
Requester and role
Maria S., Engineering Lead
Document and marking
Test procedure TP-118 rev B · Company Restricted
Need-to-know reason
Update the test fixture for the new line
Access type (view only / print)
View only, secure area
Access check · front-line role“What is our unit price for housing H-200 from Precision Castings?”Not available at your access level. Escalation offered.Book a DefenseTech walkthrough
SPC
SpaceTech
System 10 of 10Demo (fictional data)
Anomaly, test-readiness and flight-hardware procurement procedures answered for test and integration teams; records drafted for the review board.
Who uses it
Test technicians, integration leads, mission operations managers, mission assurance reviewers
The problem
An anomaly must be recorded with its data preserved before anything is changed, and flight hardware needs full traceability.
Governance
The Launch Services Agreement — StarLift is confidential: only Mission Operations staff at manager level and above can open it
G.R.I.T works on documents and drafts only; it has no connection to test equipment or flight systems
Anomaly reports go to mission operations, then the safety reviewer
Three workflows · drafted by G.R.I.T, approved by people, logged
Test / flight anomaly report
Functional test logG.R.I.T draftG4 Mission OpsSafety reviewerAudit log
Test readiness review checklist
Your inputG.R.I.T draftG4 Test LeadG5 Head of EngineeringAudit log
Flight-component procurement (traceability)
Your inputG.R.I.T draftG4 ProcurementQuality reviewerAudit log
Test / flight anomaly reportIllustrative · Demo Orbital Co. is fictional
DO-SAT-3 — star tracker reset during functional test
Item and configuration
DO-SAT-3 flight model · star tracker unit SN 0042 · software 2.3.1
What happened
Star tracker reset once during the long functional test
Data preserved
Telemetry and console logs saved to the test archive
Immediate action (what was and was not done)
Test paused; unit not power-cycled or removed
Access check · front-line role“What does StarLift charge per kilogram for a rideshare launch?”Not available at your access level. Escalation offered.Book a SpaceTech walkthrough
Deployment
Designed to run inside your network boundary
The offline edition installs on your own GPU server from a package your team copies in. Inference, embeddings, search and storage run there. The air-gap test passed on 22 Oct 2026; offline licensing is planned.
Your network boundary
G.R.I.T CoreRuns on your GPU server
EmbeddingsComputed on your server
SearchKeyword + semantic, local
Storage & auditDatabase on your server
Fully air-gappedNo network path to the internet at all. Tested 22 Oct 2026 on a GPU server with all outbound traffic blocked.
On-premiseRuns in your building or data centre on your hardware. May still have internet access.
Private cloudRuns in a cloud account you control. Not air-gapped.
Network-restrictedOutbound traffic limited by your firewall rules. Not the same as air-gapped.
Walkthroughs use a cloud-hosted demo with fictional companies. The demo is not air-gapped and is not a security proof. Deployment & Security →
Evidence and engagement
What we have tested, and how we start
523 / 524
retrieval and access-control test questions passed, 0 leaks
21 Oct 2026 · fictional demo data · all 10 industries · search and access checks only, no written answers
G.R.I.T is at pilot stage. There are no customer deployments yet, and we invite design partners.
Walkthrough
We show G.R.I.T on a fictional company in your industry, live with you.
Scoping
Together we pick the first workflows, the documents to load and the deployment you need.
Paid pilot
G.R.I.T runs on your documents and your infrastructure for an agreed period.
Rollout
More teams and workflows, with the approvers and access levels your company sets.
No free customer tierWalkthrough on fictional dataCustom setup for your documents and approversPaid pilot before rolloutPricing agreed per engagement
GauriLabs
GauriLabs builds G.R.I.T, governed AI for operations, quality and compliance work.
Teams lose time looking for the right procedure, asking seniors the same questions and rewriting the same reports. GauriLabs is building AI that saves that time while people keep the decisions. About GauriLabs →