Luxury apparel collection and fashion styling studio
Autonomous Apparel Intelligence

The complete AI platform for fashion development, sourcing & production.

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↓
Built for apparel & fashion leaders

Garment Manufacturers

Fashion Brands & Labels

Luxury Goods & Ateliers

One unified command center
for apparel & fashion operations.

A continuous operational picture linking buyer orders, fabric sourcing, cutting lines, and quality audits across your entire production network.

Texavoram AI Dashboard

Tap a number to explore the dashboard

Platform Overview

Texavoram AI Dashboard

Your central command center for live apparel production, fabric pipelines, and delivery commitments.

Texavoram AI Dashboard is your central operations nerve center that connects buyer POs, tech pack development, mill sourcing, and floor lines into one continuous live view. It continuously tracks OTIF delivery confidence, flags raw material shortages before cutting starts, and monitors inline quality exceptions across styles and colors. Production heads and brand directors stay in total control—reviewing prioritized blockers and approving next-best remediation actions with a single click.

Note: Illustrative product UI. Figures shown are sample dashboard data.

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The Nestack Commerce & Supply Chain Suite

Built for every corner of apparel, retail & supply chain.

Apparel brands, department stores, supermarkets, ecommerce networks, and global wholesale distributors move differently across every field, with unique teams, catalog cycles, and operational decisions. Your tools should be built to work the way your industry does.

Purpose-built modules for
every stage of fashion & apparel production.

Explore each dedicated module below to see how it operates, what it accomplishes, and how your team directs the workflow.

Orders dashboard
Module 01

Orders

Centralized buyer purchase orders, style breakups, costing, and delivery milestone commitments.

Orders orchestrates your buyer purchase orders, style colorway ratios, size matrices, and ex-factory ship dates in a unified ledger. It continuously matches factory capacity against inbound brand demand, tracks order revisions in real time, and alerts merchandisers to critical path schedule conflicts before commitments are compromised.

Development dashboard
Module 02

Development

Collaborative tech pack creation, pattern drafting, and pre-production sampling workflows.

Development connects design ateliers, pattern makers, and sample rooms in a single collaborative workspace. It manages digital tech packs, graded measurement specs, trim cards, and sample approval rounds (Proto, Fit, Pre-Production / PP), eliminating sample rejection loops and accelerating design-to-production handoffs.

Sourcing dashboard
Module 03

Sourcing

Mill relationship intelligence, fabric testing, and bill-of-materials cost optimization.

Sourcing standardizes fabric procurement, yarn strike-offs, lab dip approvals, and trim inventory pipelines. It automates Bill of Materials (BOM) cost rollups, monitors mill lead-times and minimum order quantities (MOQs), and flags supply chain bottlenecks so raw materials arrive before cutting dates.

Production dashboard
Module 04

Production

Cut-make-trim (CMT) tracking, sewing line balancing, and factory floor throughput optimization.

Production delivers real-time visibility into spreading, cutting tables, bundle ticketing, sewing lines, and finishing stations. It monitors hourly operator efficiency (SAM/SMV), dynamically balances lines to eliminate bottlenecks, and predicts line completion times so shipments depart strictly on schedule.

Inventory dashboard
Module 05

Inventory

Batch roll tracking, shade lot segregation, and automated stock allocation for cutting lines.

Inventory gives warehouse controllers exact visibility over fabric rolls, shade groupings, shrinkage variations, and accessory bins. It optimizes cutting markers by matching specific roll widths and dye lots, minimizing fabric scrap and preventing costly dye-lot mismatches across finished garments.

Settlement dashboard
Module 06

Settlement

Automated billing reconciliations, vendor payables, export documentation, and margin protection.

Settlement reconciles actual cut piece yields, subcontractor CMT charges, export freight documentation, and buyer letters of credit (LC). It automatically identifies margin leakage between quoted costs and finalized production invoices, providing finance executives with audited gross margin visibility.

Fashion atelier with precision fabric cutting and tailoring

From tech pack design
to on-time buyer delivery.

01

Centralize tech packs & buyer purchase orders

Ingest buyer purchase orders, style breakups, size ratios, and digital tech packs into Texavoram AI. The platform standardizes graded specs, bill-of-materials attributes, and delivery milestone commitments into a unified ledger.

02

Secure fabric sourcing & allocate cutting lots

Material Sourcing and Fabric Inventory analyze yarn lead times, mill dip approvals, and fabric test reports. AI matches incoming yardage to specific style colorways, flagging shortage risks before lines are scheduled.

03

Synchronize cut-make-trim floor lines & AQL audits

Production Scheduling balances sewing lines by operator SAM/SMV benchmarks while Quality Assurance conducts inline 4-point inspections and pre-shipment AQL audits with digital traceability.

04

Audit settlement & release export documentation

Commercial Settlement reconciles finished garment yields, CMT vendor charges, and buyer letter of credit (LC) terms with one click, giving management transparent gross margin visibility.

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Don't settle for the AI your software chose.

Use a platform designed to harness the best intelligence available for the work in front of you. Texavoram AI routes each apparel production step to the model family that fits — anomaly scoring, long reads, structured extraction, or a specialist fine-tune — not whichever model shipped inside your last software purchase.

TRADITIONAL SAAS VS TEXAVORAM AI
TRADITIONAL SAAS
CRM / ERP
↓
Built-in
AI

One model, one pass, and no step you can point somewhere else.

You work within its limits.

Texavoram AI·ROUTED ORCHESTRATION
01

Parse multi-page buyer PO sheets & style tech packs

Buyer delivery tolerances, carton packing ratios, and fabric spec amendments extracted with exact source citations.

AIOpenAI
OPENAI RESPONSES API
02

Simulate fabric yield optimization & CMT margin thresholds

Predict marker cut efficiency and evaluate cut-make-trim subcontractor rates while protecting target gross margins.

DSDeepSeek
DEEPSEEK API
03

Parse mill fabric test reports & yarn supply SLA contracts

Cross-reference lab dip approvals, shrinkage tolerances, and mill delivery dates to flag critical production path bottlenecks.

AClaude
ANTHROPIC MESSAGES API
04

Multimodal tech pack ingestion & pattern attribute tagging

Extract silhouette measurements, stitch types, Pantone color codes, and graded size charts from raw design files.

GGemini
GEMINI API
05

Dynamic sewing line balancing & floor throughput routing

Calculates optimal operator machine allocations and station handover timing to balance line SAM/SMV benchmarks.

AIOpenAI
OPENAI RESPONSES API
06

Cryptographic audit sealing & AQL inspection logging

Model reasoning chains, merchandiser approvals, and 4-point fabric inspection logs sealed into immutable audit records.

SSpecialist
DOMAIN COMPLIANCE ENGINE
ONE AUDITABLE APPAREL THREAD · BEST MODEL FOR THE TASK → BEST RESULT
8 APPAREL MODULES · ZERO VENDOR LOCK-IN

Note: Model names and marks belong to their respective owners. No endorsement or partnership implied.
Supported routing is configured during onboarding.

Precision apparel starts
with trusted standards.

Relevant standards to consider when connecting tech packs, raw materials, and apparel production systems. Requirements depend on your implementation.

OEKO-TEX

OEKO-TEX Standard 100

Standardizes harmful substance limits and chemical residue compliance across yarn, greige fabric, dyed textiles, and apparel accessories. Audit reports integrate into sourcing approvals.

ISO 9001

ISO 9001 Quality Management Systems

Governs quality inspection frameworks, statistical sampling procedures, and non-conformance remediation across garment cutting, sewing, and finishing lines.

AQL 2.5

ISO 2859-1 (AQL 2.5/4.0 Sampling Standard)

International sampling standard for pre-shipment garment inspections, determining acceptable defect thresholds for critical, major, and minor seam or fabric flaws.

WRAP

Worldwide Responsible Accredited Production

Recognized factory certification standard assessing lawful, humane, and ethical workplace compliance across apparel manufacturing facilities.

Note: These are standards the platform is built to support inside your workflows — obligations that fall on you as the licensee. They are not certifications held by us, and support in the product is not a substitute for your own counsel or compliance officer.

Add-ons

Add the hardware your workflow needs.

Most of what the platform reads still starts on physical rolls, cutting tables, or factory paperwork. These are standard, off-the-shelf peripherals and commercial sensors from third-party manufacturers — not proprietary or own-branded hardware. We enrol them against your workspace so each one streams into the module that already handles its output.

01

Industrial RFID reader & dock portal

Networked portal reader for bulk fabric roll intake, carton packing ingress, and finished garment pallet audit. Automatically captures EPC Gen2 tags as cut garment bundles move between sewing lines and warehouse bays, matching counted pieces against open buyer purchase orders.

FEEDSFabric & Trim Inventory
02

Wireless rugged barcode & 2D roll scanner

Bluetooth wireless 2D imager for raw fabric roll check-in, dye lot barcode scanning, and bundle ticketing. Feeds scanned roll yardage, shade lot numbers, and cut piece tickets directly into the active factory session, with instant verification against style size matrices.

FEEDSOrders & Material Sourcing
03

Digital fabric inspection & AQL audit workstation

Rugged touchscreen inspection workstation with digital measuring calipers and photo capture. Records 4-point defect scoring, fabric roll width variances, and seam construction flaws directly during inline and pre-shipment quality audits without paper tally sheets.

FEEDSQuality Assurance & AQL Audits
04

Digital sewing line terminal & operator hub

Compact industrial terminal deployed at sewing line stations and finishing tables. Logs operator piece completions, calculates hourly standard allowed minutes (SAM/SMV), and flags bottleneck delays directly to floor supervisors in real time.

FEEDSProduction & Floor Scheduling

Note: Hardware, installation, and integration are not included in the standard subscription. Additional charges apply based on the hardware selected, integration modules required, and implementation scope.

One platform, your apparel operation

Precision apparel operations
start here.

Starting at $200/mo

Order Management, Style Development, Material Sourcing, Floor Production, Quality Audits, Fabric Inventory, and Commercial Settlement across one platform. Your final scope is agreed around your facilities and workflow.

Note:

AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.

Know more ↗

What your onboarding fee covers

One-time onboarding prepares your style master, tech packs, mill accounts, and factory floor data before your first subscription cycle. These are starting fees; final scope depends on integrations, data volume, security, deployment and rollout needs.

Essential

From $1,000+

One-time fee
  • Apparel manufacturing workflow discovery and rollout plan
  • Style masters, size charts, and SKU reference import
  • Order Management and Fabric Inventory baseline configuration
  • Initial Bill of Materials (BOM) and tech pack template mapping
  • Production roles, line supervisor, and merchandiser permissions
  • Readiness review and factory team onboarding session

Enterprise

From $5,000+

One-time fee

Everything in Plus, plus:

  • Multi-factory network or offshore subcontractor rollout planning
  • Custom ERP/WMS connectors and factory identity configuration
  • Large-scale tech pack catalog migration and CAD file validation
  • Private deployment readiness and supply-chain security review
  • Dedicated technical account manager and line go-live coordination
Where it runs

Two ways to deploy — same platform, same subscription

Run Texavoram AI wherever your tech packs, style specifications, fabric inventory, and production records are allowed to live. The subscription price is identical either way.

Cloud (SaaS)

Runs in Nestack's managed cloud — nothing to provision. The fastest way to get your operations live and running.

Private / self-hosted

The same platform deployed inside your own infrastructure — your cloud, VPC or on-prem — for fashion brands and garment manufacturers with strict proprietary design data or IP mandates. Tech packs, pattern files, BOM costing, and buyer orders never leave your environment, and the platform subscription stays the same.

APPAREL PRODUCTION, SOURCING & QUALITY AGENTS

Apparel & Fashion agents, in production, wired to your manufacturing operations.

From buyer PO style breakups and mill fabric testing through floor sewing line balancing and AQL audit sign-offs — one industry playbook end to end.

Predictive cutting & fabric shortfall agents
Tech pack to floor line orchestration
Human-in-the-loop merchandiser approvals
PLAYBOOK · APPAREL SOURCING & PRODUCTION
SISTER PLATFORM · NESTACK AGENTCAREAPPAREL · 1 PLAYBOOK

Your Apparel & Fashion AI agents, run like production systems.

Apparel playbooks execute directly inside Nestack AgentCare — production agent infrastructure with audited execution traces, SOC 2 compliance, and verified enterprise connectors.

05
PLAYBOOK STAGES
06
CONNECTED TOOL TYPES
08
PLATFORM MODULES
24/7
AGENT MONITORING

Note: Apparel & Fashion agents are catalogued on nestackagents.com. Tool names and marks belong to their respective owners.

Connectivity

Your whole stack, connected.

Texavoram AI connects to the ERP, PLM, WMS, CAD, and supply chain platforms your apparel enterprise already runs — through public, documented APIs — so data moves through tech pack development, mill sourcing, cutting, sewing lines, and quality audits without manual re-keying. 18 integrations across 6 workflow groups.

Centric Software PLM
Lectra Fashion On Demand
Gerber AccuMark CAD
Browzwear Open API
CLO 3D Fashion Design
SAP S/4HANA Fashion
Oracle NetSuite Apparel
Infor CloudSuite Fashion
Centric Software PLM
Lectra Fashion On Demand
Gerber AccuMark CAD
Coats FastReactPlan
CGS BlueCherry Enterprise
Manhattan Active WMS
Shopify B2B & Direct
AIMS360 Fashion ERP
Microsoft Dynamics Supply Chain
Slack Factory Alerts
Coats FastReactPlan
CGS BlueCherry Enterprise
Manhattan Active WMS

Note: Tool names and marks belong to their respective owners. No endorsement or partnership implied.

Frequently asked
questions before
you subscribe.

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How does the Texavoram AI subscription pricing work?

Pricing is structured around a predictable monthly subscription tailored to your active factory facilities and style catalog scale—with zero per-seat penalties. Your entire merchandising, sourcing, and factory floor management teams can collaborate without per-user licensing markups. Pre-built apparel connectors and standard platform workflows are included.

How are AI API usage and credit balances managed?

Routine platform operations and standard data workflows are covered under your base subscription. Heavy AI compute—such as automated tech pack OCR parsing, deep fabric defect computer vision, and multi-line schedule optimizations—uses dedicated AI credits. Clients recharge their AI credit balance based on their usage on a transparent pay-as-you-go basis with complete real-time visibility, automated low-balance alerts, and zero surprise overages.

What does the one-time onboarding fee cover?

One-time onboarding starts from $1,000 for Essential, $2,500 for Plus, and $5,000 for Enterprise tiers. This fee directly covers historical yield and measurement tolerance sanitization, tech pack spec schema mapping, ERP/CAD system connector authorization, and role-specific training for merchandisers, cutting masters, and production directors prior to your first billing cycle.

Can we cancel or adjust our subscription if production volume fluctuates?

Yes. We understand the cyclical nature of fashion collections and seasonal factory throughput. Subscriptions are billed on a flexible monthly basis with no predatory multi-year lock-in. You can scale modules or adjust capacity between major fashion seasons, and your data remains 100% exportable in open, standard formats at any time.

Will AI change our factory schedules or cutting orders automatically?

Never without your explicit approval. Texavoram AI operates with strict human-in-the-loop governance. Every fabric shortfall alert, computerized cutting marker recommendation, and sewing line rebalancing proposal includes full confidence metrics and financial impact breakdowns for authorized production managers and merchandisers to review and sign off on before execution.

Is our proprietary tech pack, pattern, and design IP secure?

Absolutely. Your tech packs, graded spec sheets, marker geometry, and pricing margins are encrypted in transit and at rest with enterprise-grade isolation. Your data is strictly quarantined to your account and is never used to train public or cross-tenant AI models. Dedicated private cloud VPC deployments are also available for enterprise brands with strict corporate data residency mandates.

How quickly do apparel brands and factories see tangible ROI?

Most facilities achieve measurable payback within the first 30 to 45 days. Immediate returns come from catching fabric shortages before cutting lines stall, cutting proto-to-PP sample rejection loops by up to 40%, eliminating style colorway ratio mismatches, and avoiding costly air-freight emergency shipments caused by production delays.

Do we have to replace our existing ERP, PLM, or Excel sheets?

No. Texavoram AI does not require you to rip and replace your existing tech stack. It integrates directly with standard apparel ERPs (SAP, NetSuite, Dynamics), PLMs (Centric, Lectra), CAD pattern suites, and tabular spreadsheets. It acts as an intelligent orchestration layer on top of your existing tools, eliminating manual re-keying and fragmented departmental email loops.

Can we start with a single module or factory line first?

Yes. Many apparel clients start by deploying Order Management to eliminate style ratio errors or Material Sourcing on a single style category or pilot facility. Once your merchandising and sourcing teams prove the time savings and margin protection, you can seamlessly expand across additional lines, warehouses, and partner factories at your own pace.

What implementation support do we receive during rollout?

You are paired with a dedicated Apparel Solutions Engineer and Implementation Manager from day one. We audit your tech pack structures, validate historical yield baselines, run parallel test cutting orders, and conduct guided role-specific training sessions for your merchandisers, cutting masters, and floor supervisors so your team is fully confident before go-live.

What ongoing support is available during critical buyer delivery deadlines?

Enterprise subscribers receive 24/7 dedicated priority response, guaranteed SLA response windows, a dedicated Slack/Teams communication channel, and proactive system health monitoring during seasonal production peaks and ex-factory handover windows.