Future Agents

A private proposal for Laqshya Media Group

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Future Agents × Laqshya Media Group · August 2026
Shared privately, consistent with the confidentiality of your brief.
Resubmission · against your detailed scope breakdown · August 2026

The Laqshya AI Operating System

One governed platform for the whole group. This page — like the platform — is working software, not a brochure. Move your mouse.

7Business areas
16Capabilities
8 wksWave 1 live
6 moFull platform
₹95 LFixed & capped

Prepared for Mr. Yuvrraj Agarwaal, CSO — Laqshya Media Group · by Pritam Nagrale, Founder & CEO, Future Agents

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Your feedback, answered first

You asked us to move on four things.
All four are moved.

Moved
"Cover all seven areas — Inventech and LMG Live included."

Every capability is scoped area by area for all seven — including a dedicated Inventech module (anamorphic 3D / AR-VR concepting, IP pitches, build catalogue) and a dedicated LMG Live module (sponsorship decks, venue inventory, show P&L, settlement billing).

Moved
"Bring BD & LinkedIn prospecting into the first wave."

Done. BD & outreach is Wave 1 — live inside the first 8 weeks with area-specific targeting — alongside the finance MIS, HR and legal quick wins your breakdown sequences early.

Moved
"SAP in the plan. Named team. Outside references."

SAP is in base scope in your exact shape: read first, then write with a human approval step. The delivery pod is named with backgrounds, and references are stated honestly — including a live Future OS demo, hands on keyboard.

Moved
"Set the effort from our side out honestly."

We chose honesty: ~2,370 hours across Waves 1–2, broken down per area per week — ≈17 hrs/week per area. Our ingestion tools, bulk templates and mobile field app cut roughly a third of the manual load.

The seven business areas

One platform. Seven areas.
Area-specific outputs.

"Coverage of Solutions and Assets alone is not enough" — your words. Select an area to see what the platform does for it, beyond the common capabilities.

    The full scope — in your Section 9 format

    Sixteen capabilities. Every rupee visible.

    One row per capability, scoped against all seven areas. Filter by wave — the total recalculates live. The same matrix as our formal PDF, made interactive.

    CapabilityAreas (of 7)WaveBuild approachEffort from LaqshyaCost
    Total one-time build · fixed & capped · ex-GST₹95.0 L

    Digital growth services (SEO, AEO, GEO, ORM, then no-code web & app — Digitalabs-led) are architected for in this build and quoted as a defined follow-on, per your Wave-3 "sequenced after the immediate wins" framing. LMG Live ticketing integration is planned for, assumed not live at start, per your Section 5.

    Delivery plan

    Six months, gate by gate.
    Discovery folded into Wave 1.

    No standalone discovery sprint, no separate charge. Guardrails live from day one. Every gate transfers IP to Laqshya.

    Build
    Wave 1 · Wks 1–8
    Wave 2 · Wks 9–20
    Foundation
    Wave 3 · Wks 16–26
    Enablement
    Training in waves · bilingual champions · weekly KPIs · Wks 1–26
    Wk 0Kickoff + discovery-in-build
    Wk 4First modules in pilot hands
    Wk 8WAVE 1 LIVE · leadership demo
    Wk 14First backbones live
    Wk 20WAVE 2 LIVE · SAP write on
    Wk 26HANDOVER · 250+ users
    SAP — in the plan, in your shape

    Read first. Then write —
    with a human approval step.

    Exactly as your breakdown specifies. Your finance runs on SAP; nothing touches it without a named approver.

    1Wave 1 · Weeks 1–2

    Access & discovery

    SAP version and API surface confirmed with your IT/SAP partner. Sandbox read access. Endpoints mapped for invoices, receivables, ageing, chart of accounts.

    2Wave 1 · Weeks 3–8

    Read integration

    Finance MIS quick wins live on SAP read: pending invoices, collection ageing, debtor alerts, per-area management reports. No writes — zero risk to your books.

    3Wave 2 · Weeks 14–20

    Write + human approval

    Auto-invoicing assembles the invoice with proof attached, per each area's billing shape → approval queue → a named finance approver reviews and posts. Auditable end to end.

    Output guardrails — from Wave 1, day one

    Nothing reaches a client off-brand,
    inaccurate or confidential.

    1Draft

    Internal use only

    New agents start here. Cannot send externally. Free for internal drafting and research.

    2In review

    Business-owner review

    Your per-area owner checks sample outputs, sources, tone and accuracy before anything faces a client.

    3Verified

    Client-facing approved

    Every output logged with prompt, sources, model, user and timestamp — an append-only, hash-chained, tamper-evident audit trail.

    The sharpest risk differs by area — your Table 18, answered:

    SolutionsPlan, rate & reach accuracy before clients
    AssetsCorrect availability & pricing on owned sites
    Live ExperiencesBudget & deliverable accuracy in proposals
    LMG LiveArtist & sponsor contract terms handled right
    AdvertisingGovernment norms, disclaimers, compliance
    InventechFeasibility & IP-safety before concepts show
    DigitalabsBrand-safe, on-tone govt social handles
    Effort from Laqshya — set out honestly

    No thousand-hour wall.
    A plan each area lead can resource.

    Seven independent backbones is your requirement — the right one. Their data can only come from your teams, because only they know which vendor, venue and rate is real.

    InputWaveHoursWhen
    Seed documents — top 20–30 per area, our uploader & templatesW1~180Wks 1–3
    Brand assets, ICP lists, credentials, tenders, JDs, legal templatesW1~365Wks 1–6
    Access & role mapping — SAP sandbox, Workspace, WhatsApp, 400 usersW1~75Wks 1–3
    Inventory population — 7 backbones, bulk templates + field appW2~1,400Wks 9–18
    Photos, specs, historical proof docs, portal contactsW2~390Wks 10–18
    Knowledge library growth (paced) + reviews, UAT, Verified sign-offsW3+~600 + 6–8/wkMonth 4+
    ≈ 17 hrs

    per week, per area — Waves 1–2 total ≈ 2,370 hours across 7 area teams over 20 weeks.

    Our ingestion tooling, bulk imports and mobile field app cut roughly a third versus manual compilation. If an input slips, the dependent date moves visibly in the weekly report — never silently.

    Enablement — moving the other 350

    Half the value of the programme.
    Funded like it: ₹9.5 L.

    Your document: only ~50 of 400 use AI today, and proposals treat this too lightly. Ours is a funded workstream, not a training line item.

    Training in waves

    People learn each capability the week it goes live for them — by role, by area. Not one generic workshop months before.

    Named bilingual champions

    2–3 per area, 14–20 group-wide — trained deeply, supported weekly, answering peers in Hindi and English.

    Value where people work

    Meeting prep lands in WhatsApp and email automatically. Forms, not prompts. No new apps for the highest-frequency work.

    KPIs from week one

    Weekly active users, actions per user, satisfaction — by area, to leadership every Monday. A lagging area is visible within a week.

    Target: 250+ weekly active users of 400 by Month 6
    — with the trajectory visible from Week 1
    Architecture & security — documented, not asserted

    Your data stays with you. Provably.

    Self-hosted, Indian infrastructure

    Your AWS Mumbai / Azure Central India or on-premise. Nothing on our servers, ever. Data-flow documentation at every gate.

    Multi-model, routing you control

    Frontier models for client-facing work, volume models for bulk, self-hosted models for sensitive government workflows. Routing is your configuration.

    Role-based access, seven areas

    Role × area × seniority access mirroring the org. Row-level security. Isolated client-portal logins.

    DPDP + tamper-evident audit

    India data residency. Consent, retention and deletion aligned to DPDP. Append-only, hash-chained log on every client-facing output.

    Systems connected

    SAP (read → approved write) · SHARP · Digitalabs ad accounts + ORM. LMG Live ticketing planned for, not live at start — per your Section 5.

    IP & exit, every gate

    Code, schemas, prompts, workflows, data — Laqshya's at every wave gate, in a repository you control. No lock-in, by structure.

    The delivery pod & our proof

    Founder-led. Five full-time.
    No offshore layers.

    Engagement lead & chief architect

    Pritam Nagrale

    Founder & CEO, Future Agents · Ratan Tata Business Excellence Awardee · 20,000+ professionals trained in AI · architect of Future OS, our own production AI operating system.

    Senior full-stack engineer

    Application & portal

    React/Lovable + Supabase — owns the application shell, client portal, and four of the seven inventory backbones.

    Automation & integrations engineer

    Workflows & SAP

    n8n at production scale — the remaining three backbones, SAP / SHARP / ad-account integrations, ~60 automated workflows.

    AI / prompt engineer

    Per-area output tuning

    LLM systems across 16 capabilities × 7 areas — the per-area tuning your breakdown demands — plus multi-model routing and evaluation.

    Adoption & enablement lead

    Champions & KPIs

    Bilingual (Hindi/English) trainer and change lead — runs the champion programme across all 7 areas and the weekly KPI reporting.

    Specialist bursts

    SAP specialist & QA

    SAP API integration bursts in Waves 1–2 · adversarial testing of client-facing outputs before Verified status.

    Proof, stated honestly. Future OS is our living reference — we run our own business on the architecture we are proposing, and will demo it live whenever your team wants. Laqshya would be our flagship engagement, and the structure protects you: working software at Week 8, payments only behind live gates, full IP at every gate. NDA-covered client reference calls available in the final round.

    Commercials — fixed, capped, complete

    ₹95 L build · ₹5–8 L/month capped ·
    ≈ ₹2.1 Cr over 24 months.

    One-time build · ex-GST
    Wave 1 · Weeks 1–8₹37.0 L
    Wave 2 · Weeks 9–20₹38.0 L
    Wave 3 · Weeks 16–26₹10.5 L
    Enablement · Weeks 1–26₹9.5 L
    Total · fixed & capped₹95.0 L
    Running & 24-month view
    Monthly running — models, infra, APIs, support₹5–8 L
    Cap written into the SOWNo open end
    Year 1 · build + 6 months running≈ ₹1.34 Cr
    Year 2 · running only≈ ₹0.78 Cr
    24-month TCO≈ ₹2.1 Cr

    Payments follow working software — never ahead of it.

    20%SOW
    20%Wave 1 live · Wk 8
    20%Backbones · Wk 14
    20%Wave 2 · Wk 20
    20%Handover · Wk 26

    Included: discovery (in-build), all 16 capabilities across 7 areas, SAP read + approved write, SHARP and ad-account connections, guardrails and audit trail, enablement with bilingual champions, documentation, SOPs, prompt libraries, source and workflow handover at every gate, 90 days post-go-live hypercare. Not included: GST; model/hosting/API usage (at actuals, capped); LMG Live ticketing integration (planned for, scoped when ready); digital growth services follow-on (defined scope with Digitalabs post-launch); hardware; scope added after SOW via change request.

    The low-risk choice, by structure

    Wave 1 is live eight weeks
    from the day we start.

    Next step: a 60-minute working session with your area leads and the intake responses, this week — we fold their answers into the SOW, lock the Wave-1 input calendar, and kick off.

    Schedule the working session