S.A.L.T CI

Products / MOM Studio

Meeting and document intelligence

S.A.L.T CI MOM Studio

Meeting and document intelligence. From a recording, a pile of notes or a whiteboard photo to finished, official minutes in the organisation's own format, in Malay or English, on its own servers.

Department's own Word layoutBahasa baku and EnglishNothing inventedWhiteboards and name cardsTwenty-plus formatsTemplates per user and departmentAir-gapped by default
MOM Studio · New document
Inputs
Mesyuarat Pengurusan Bil 4.m4a2 h 12 m
Whiteboard-1.jpg · Whiteboard-2.jpgIRIS
Name cards × 9Attendance
Agenda and papers.pdfContext
Format
Minit Mesyuarat Pengurusan
Department layout · Bahagian Kewangan

Language
Bahasa Melayu
Progress
Transcribed · cleaned · writing section 3 of 6   No. 2 in line
Illustrative screen; names and data are examples.
01 · Why MOM Studio

Minutes are an official record, not a set of notes

Writing minutes is one of the most time-consuming routine jobs in any organisation. A two-hour meeting can cost a secretary a day of listening and typing, and the result arrives late and in inconsistent formats.

Recordings sent abroad

General AI note-takers upload meeting recordings to foreign clouds, which official meetings cannot allow.

Notes, not minutes

They write generic summaries in their own style, not minutes in the organisation's format, ready for the chair to sign.

Malay as it is spoken

They struggle with Bahasa Melayu as spoken in Malaysian meetings, mixed with English, names and acronyms.

What MOM Studio changes

BeforeWith MOM Studio
A day of typing per meetingA draft minutes after upload; the secretary reviews and edits instead of typing
Every department's own format, retypedThe department's own Word file is the layout: letterhead, numbering, tables and signature blocks
Casual or Indonesian word choicesWriting rules and a dedicated minutes model for proper bahasa baku and English
Guessed attendance and figuresNames, dates and figures only from what was said, shown or written; gaps left for the secretary
Whiteboards and cards typed by handPhotos and name cards read into the record and the attendance list
Minutes lost in foldersApproved, filed with versions, searchable, with action items tracked to closure
02 · Principles & users

Built for the people who sign the record

MOM Studio drafts; the secretary reviews and edits; the chair approves. Eight principles keep it trustworthy enough for an official record.

The record must be true

Writes only what the inputs support and marks what it could not find.

The house format wins

Formats, layouts and wording are settings and samples, never code.

People finish it

It speeds people up; it does not replace their judgement.

One job per service

Hearing, seeing and writing are separate shared services.

Local first

Speech, vision and writing run on the organisation's servers.

Fair under load

Jobs queue fairly, show their place in line and can be cancelled.

Set up by clicks

A new department or format needs no developer.

Private by default

Each person sees their own documents and the templates they are allowed.

Who uses it

OrganisationTypical documents
Government agencies and ministriesMesyuarat minutes, management minutes, committee reports, briefing papers, memos
Universities and schoolsSenate and faculty minutes, committee minutes, lecture notes, workshop reports, interview notes
Companies and GLCsBoard and AGM minutes, management minutes, project status and site visit reports
Local authoritiesFull council and committee minutes, site visit and inspection reports
Associations and societiesAGM and committee minutes, residents' association meetings
Training and consultingWorkshop and training reports, focus-group and interview notes
03 · How it works

Hear, see and write, then build the document

MOM Studio orchestrates three shared S.A.L.T CI capabilities, and owns the parts that make the result an official document: templates, writing rules, layouts and the document builder.

Inputsqueued per job
Meeting recordingsPasted transcriptsAgendas and papersWhiteboard photosName cardsPhone capture
Hear · see · cleanshared S.A.L.T CI services
Audio service · speech to text with the word listIRIS · cards to attendance, boards to notesClean-up · filler, loops, false speakers
Write and buildwhat makes it official
Writing engine · dedicated minutes modelTemplates · 20+ formatsDepartment layoutsDocument builder · Word and PDF

How a job runs

1Check

Inputs and format chosen; the user's access checked first

2Transcribe

Audio service with the organisation's word list

3Read

IRIS turns photos and cards into text

4Clean

Filler, loops and false labels removed

5Write

Section by section, long meetings in parts

6Build

Into the template or department layout

Speech on CPU

Transcription runs on CPU by default, so it never competes with the writing model for GPU memory.

Two fair queues

Separate queues for transcription and writing, with place in line, progress and cancel. One long meeting never blocks everyone else.

04 · Inputs

Everything from the meeting, in one record

Recordings, transcripts, documents, whiteboard photos and name cards are combined into one document, so nothing said, shown or written on the day is left out.

Audio and video

Meeting recordings

Long meetings of several hours, uploaded or recorded on a phone, in Malay, English or a mix.

Text

Transcripts and notes

Pasted transcripts and notes are used directly, then cleaned and structured.

Context

Agendas and papers

Agendas, meeting papers and previous minutes are read for names, numbers and context.

Vision

Whiteboards and flip charts

Read into notes and decisions. Photos are straightened automatically; handwriting works with a suitable vision model.

Attendance

Name cards

Any number of cards read into the attendance list with names, titles and organisations.

In the room

Phone capture

Photos taken in the studio app during the meeting are added to the same job.

A photo never blocks the minutes

If a photo cannot be read, MOM Studio still produces the document, names the photo in a warning and marks it in the annex for the secretary.

Your words, spelt right

An organisation word list teaches speech recognition the names, acronyms and technical terms used in its meetings, so officers' names and project codes come out correctly the first time.

Example: a name card becomes an attendance row

Dr. Nur Aisyah Ahmad
Timbalan Pengarah (Kewangan)
Jabatan Contoh
aisyah@contoh.gov.my · 03-0000 0000
›
Bil.NamaJawatanOrganisasi
3Dr. Nur Aisyah AhmadTimbalan Pengarah (Kewangan)Jabatan Contoh
Illustrative. IRIS reads the card on the organisation's own vision model; the row goes into the attendance table.
05 · Formats & layouts

The organisation's own format, to the last table

Each format comes in Malay and English with labels written for the language. Organisations typically run twenty or more formats, including department variants.

FormatPurpose
Minutes of meetingAttendance, agenda, discussion, decisions, actions
AGM minutesResolutions and voting
MemoInternal memorandum from a discussion
Workshop reportGroup findings and recommendations
Lecture notesStructured summaries of classes
Interview notesInterviews and focus groups
Site visit reportObservations, findings, follow-ups
Briefing paperExecutive summary for decision makers
CustomAny format defined in the editor
JABATAN CONTOHBahagian Kewangan
MINIT MESYUARAT PENGURUSAN BIL. 4/2026
Tarikh: 14 Oktober 2026 · Masa: 9.00 pagi
Tempat: Bilik Mesyuarat Utama
1. KEHADIRAN
Bil.NamaJawatan
1PengarahPengerusi
2Timbalan PengarahAhli
3. PERKARA BERBANGKIT
3.1 Mesyuarat dimaklumkan bahawa peruntukan sebanyak RM 120,000 telah diluluskan. Tarikh pelaksanaan: [tidak dinyatakan]
4. TINDAKAN
PerkaraTindakanTarikh
Laporan suku tahunUnit Kewangan30 Nov 2026
Illustrative. The department's own Word layout, with a gap marked instead of guessed.

Department layouts

Upload a department's existing Word minutes. MOM Studio writes into that exact layout: headers, numbering, tables and signature blocks.

Template editor

Create, try, duplicate and edit formats in the admin pages, with no restart. The last 25 versions are kept, with undo.

Branding

Organisation name, logo with size choice, letterhead, footer and colours, applied to every document.

06 · Templates & access

Each person sees only their own templates

Templates follow the user's credentials. A finance secretary sees the finance formats and layouts, a faculty officer sees the faculty's, and nobody wades through every department's list.

Sign-in

Follows the user's credentials

Access comes from the organisation's own sign-in through TERAS: single sign-on, directory groups and roles. No separate user list to keep.

Scope

Shared, department or personal

Each template is shared with everyone, with chosen departments or groups, or kept personal. The picker shows a person only what they may use.

Documents

Private documents

People see their own documents and those shared with their group. Chairs see what is sent to them for approval.

Roles

RoleCan do
Secretary or officerGenerate documents with the templates assigned to them; review, edit and send for approval; save personal templates
Chair or approverReview drafts sent to them, approve with an electronic signature, return with comments
Department administratorManage the department's templates, layouts and word list; see the department's documents
Organisation administratorBranding, shared templates, models, limits, retention, roles and diagnostics across the organisation

One installation, many departments

A ministry, university or group of companies runs one MOM Studio. Each department keeps its own formats, layouts and documents, separated by the same access rules that govern the rest of S.A.L.T CI.

What a finance secretary sees in the format picker

Choose a format · signed in as Finance Division
Department
Minit Mesyuarat Kewangan
Finance layout · BM
Department
Budget Committee Minutes
Finance layout · EN
Personal
Vendor meeting notes
Saved by this user
Shared
Memo
Organisation standard
Shared
Briefing paper
Organisation standard
Faculty, HR and Legal formats
Not shown to this user
Illustrative screen.
07 · Writing quality

Correct before it is fast

MOM Studio combines a dedicated writing model with rules, checks and clean-up tuned on real Malaysian meetings.

SafeguardWhat it prevents
Dedicated minutes modelA low-temperature model kept apart from the chat assistant, so minutes stay formal and consistent
No invented contentAttendance, dates, deadlines, names and figures come only from the inputs; missing details are left for the secretary
Figures kept exactlyAmounts, percentages and quantities reproduced as spoken or written, never rounded or reworded
Malaysian MalayWriting rules keep bahasa baku and Malaysian terms, avoiding Indonesian word choices
Honest speakersSpeaker names are never guessed from voices; attribution comes from what was said and the attendance list
Loop and filler removalRepeated phrases and filler that speech recognition can produce on silence or noise are removed first
Long-meeting handlingMeetings beyond the model's context are summarised in parts, then joined into one coherent document
Organisation word listNames, acronyms and terms taught to speech recognition, so they are spelt correctly
BenchmarkingA benchmark set of real recordings measures accuracy after every change to prompts, models or rules

Labels written for the language, not translated word for word

Bahasa MelayuEnglish
Kehadiran · Turut hadir · Tidak hadirPresent · In attendance · Absent with apologies
Pengesahan minit mesyuarat laluConfirmation of previous minutes
Perkara berbangkitMatters arising
Tindakan · Tarikh akhirAction · Due date
LampiranAnnex
08 · Working with MOM Studio

From the meeting room to filed minutes

Six steps from capture to follow-up, with people in charge at review and approval.

1Capture

Record on a phone; snap the whiteboard and the name cards

2Choose

Pick an assigned format or department layout

3Generate

Progress and place in line shown; cancel any time

4Review

Compare with the transcript; edit in place

5Approve

Chair signs electronically; minutes locked and filed

6Follow up

Actions tracked to closure, with reminders

Review

Draft beside the transcript

  • Compare the draft with the transcript side by side
  • Jump from a sentence to its moment in the recording
  • Edit in place, or download the editable Word file
Approval

Signed and locked

  • The chair approves with an electronic signature
  • Approved minutes are locked and filed with their version history
  • Returned drafts carry the chair's comments
Follow-up

Actions that close

  • Each action becomes a tracked task with an owner and a due date, through TERUSAN
  • Reminders until it is closed
Distribution and archive

Sent, then searchable

  • Approved minutes sent to attendees by e-mail or WhatsApp, with each person's actions
  • Ask TERAS what was decided about any topic last quarter
Review · Minit Mesyuarat Pengurusan Bil. 4/2026
Draft
3.1 Mesyuarat dimaklumkan bahawa peruntukan sebanyak RM 120,000 telah diluluskan untuk naik taraf bilik server.

3.2 Pengerusi meminta Unit ICT menyediakan jadual pelaksanaan.
Transcript
00:42:18 ...jadi untuk naik taraf bilik server tu, peruntukan seratus dua puluh ribu dah lulus...

00:44:02 ...saya minta Unit ICT sediakan jadual...
Illustrative screen. Each sentence links to its moment in the recording.
09 · Administration

Configured by clicks, not by developers

Everything that differs between organisations is set in the admin pages. A setup wizard prepares a new organisation in minutes: profile, languages, starter formats, a first department layout and the word list.

SettingWhat it controls
Organisation profileName, logo and size, letterhead, footer, colours, default language
FormatsWhich formats appear, their sections, prompts and labels, per language
Department layoutsUploaded Word samples per format and department
Template accessWhich users, departments and groups may use each template
Word listNames, acronyms and terms for speech recognition, edited in a simple list
ModelsThe writing model and the vision model, chosen from TERAS, local or cloud
LimitsLargest upload, longest recording, timeouts, parts for long meetings, queue sizes
AccessWho may generate, edit formats and layouts, approve, or see others' documents
RetentionHow long recordings, transcripts and documents are kept
DiagnosticsHealth of the audio, vision and writing services, and network path probes

Installation and operations

Install

Containers beside TERAS; configuration kept across upgrades.

Connect

TERAS address and key; pick the models from a list.

Check

Health page: version, queues, Audio and IRIS reachability.

Upgrade

Unpack and rebuild; formats kept; instant rollback.

10 · Security & platform

Sovereign meetings, on one platform

Recordings of people are personal data. MOM Studio processes and stores them on the organisation's servers, and inherits identity, audit and backups from TERAS.

AreaMeasure
Data locationRecordings, transcripts and documents processed and stored on the organisation's servers; local models by default; air-gapped operation supported
AccessSign-in, keys and roles through TERAS; access checked before any work starts
DownloadsPrivate, unguessable download links; no folder listings; file names cannot reach outside the output store
NetworkDesigned to sit behind a reverse proxy or web application firewall; strict cross-origin rules; upload size limits
RetentionRecordings and transcripts deleted automatically after the period the organisation sets
AuditWho generated, viewed, edited, approved and downloaded each document, in the TERAS audit log
Personal dataHandling aligned with Malaysia's Personal Data Protection Act

Part of the S.A.L.T CI platform

TERAS

Models, sign-in, roles, audit and knowledge. The minutes archive is searchable from TERAS chat, and MOM Studio is a tool inside TERAS.

Audio and LOGHAT

Speech to text, Malaysian dialects for recognition, and minutes read aloud.

IRIS

Vision for name cards, whiteboards and printed papers.

TERUSAN

Action items as tracked tasks; approval of minutes as a governed workflow.

Channels

Distribution and reminders by e-mail, WhatsApp and Microsoft Teams.

Meeting platforms

Recordings imported from Microsoft Teams, Zoom and Google Meet.

11 · Deployment & comparison

Runs beside TERAS, on hardware you choose

MOM Studio is not tied to any machine. It scales with the number of meetings processed at once, and TERAS compute agents add capacity when needed.

PartRuns onSizing note
Studio, queue, builderAny small server or VMLight; CPU only
Speech recognitionCPU (recommended) or GPUMore cores give faster transcripts; CPU keeps the GPU free
Writing modelGPU through TERAS, or cloud in hybrid modeA mid-size model with a long context suits long meetings
Vision modelGPU through TERASA small model reads name cards; a larger one reads dense handwriting

Compared with the usual ways of producing minutes

CapabilityMOM StudioCloud AI note-takersMeeting platform notesManual
Recordings stay on your serversYesNoNoYes
Runs fully air-gappedYesNoNoYes
Minutes in the house formatYes, with layoutsGeneric notesGeneric notesYes, slowly
Proper Malaysian MalayYesPartlyPartlyYes
In-room meetings, not only callsYesPartlyNoYes
Whiteboards and name cardsYesNoNoBy hand
Templates scoped per userYesNoNoNot applicable
Approval, actions and searchYes, with TERUSAN and TERASPartlyPartlyPartly
Time to a first draftMinutesMinutesMinutesHours to days

Categories describe typical offerings; individual products differ.

Part of one sovereign platform

MOM Studio runs on the TERAS core with the same sign-in, audit and models as every other S.A.L.T CI application.

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