Blog
Fresh takes on AI trends, tutorials, and case studies — curated by the NeXra editors.
Hands-Off Store Management: The SME Guide to AI Automation
A practical guide for Malaysian and Southeast Asian e-commerce teams to build reliable 'digital employees' using no-code AI tools. Includes workflow templates for multilingual customer service, inventory threshold alerts, and automated UGC repurposing, plus a SaaS vs. hiring cost comparison and a 72-hour implementation checklist—helping you replace repetitive tasks at a fraction of the cost.
How SMB Sellers Can Build a High-Conversion AI Video Factory
A practical blueprint for Southeast Asian SMB merchants and indie developers to deploy a ready-to-run AI video pipeline. We break down structured scripting, dialect-level voice cloning, and modular editing infrastructure to build a high-output workflow. Learn how to bypass the 'plastic AI' trust deficit with a 4-step implementation checklist. Master low-cost, batch production of short videos with clear conversion CTAs, iterate using real campaign data, and efficiently capture local traffic dividends.
Breaking Through for SME Sellers: Building a Proactive AI Operations Team
How can Southeast Asian SME sellers break through on a budget under RM5k? Stripping away the hype, this guide reverse-engineers a practical 'proactive AI agent stack' that actually works. We cover dynamic inventory alerts, intelligent routing for Malaysian and Indonesian multilingual customer service, and localized viral content generation. Includes a real ROI calculation formula and a plug-and-play deployment checklist to help you automate your pipeline on a micro-budget, putting an end to pointless overtime and wasted manpower. Tailored as a hands-on guide for independent site sellers, Shopee/TikTok shop owners, and content creators.
A Practical Guide to AI Ad Campaign Management: How SMB Sellers Can Master Algorithmic Budgets
E-commerce sellers and content creators in Southeast Asia are rapidly adopting AI ad management, but fully automated optimization often leads to runaway budgets and misaligned creatives. This article breaks down a human-in-the-loop framework for AI campaigns, demonstrating how to set strict creative boundaries, configure dynamic budget circuit breakers, and audit algorithmic decision paths. Paired with an actionable checklist, it helps you build a secure, high-efficiency automated ad workflow, accurately test new regional audiences at low cost, and firmly protect your cash flow.
Don't Let AI Start From Scratch: Build an AI Memory Base That Knows Your Store
Tired of re-explaining your store's background every time you prompt AI for e-commerce content? The core bottleneck isn't model intelligence—it's the lack of persistent context. This guide breaks down how to structure product specs, brand personas, and high-frequency Southeast Asian customer FAQs into a dedicated e-commerce AI memory base. Follow our actionable three-step checklist to eliminate repetitive prompts completely. Automatically align Shopee and standalone store copy, visual iterations, and customer service tickets with your business standards, fully unlocking the daily productivity of small teams.
Goodbye to Manual Editing: Batch-Generate High-Converting E-commerce Short Videos with ChatCut
A deep dive into the ChatCut production pipeline: built specifically for SME sellers and independent creators in Southeast Asia. Skip the generic reviews—this guide delivers a direct, Zero-to-10 workflow to batch-convert static product photos into high-converting TikTok and Reels ads. We break down UGC pacing prompts, SEA-localized viral hooks, automated export checklists, and critical QA red lines. Ditch the manual editing grind, scale your short-video matrix with standardized processes, and capture traffic at minimal cost while driving consistent sales.
Ditch the Studio: How SMB Sellers Generate High-Converting Product Photos with AI
How can small and medium sellers generate high-converting product photos using AI? This article breaks down a practical workflow for deploying Meta's Muse model in the Southeast Asian market, covering tuning tips to avoid the 'AI plastic' look, building localized scenes, and a WhatsApp ad guide. Say goodbye to expensive studio shoots and master standardized image generation steps and prompt templates to quickly boost CTR and build customer trust. Includes a brand color checklist and pitfall avoidance strategies to help merchants efficiently produce marketing assets.
Stop Chasing Traffic: Let AI Actively Recommend Your Store
Traditional SEO traffic has peaked, and large language models are rewriting the consumer decision journey. Tailored for SMEs, content creators, and indie developers in Southeast Asia, this guide explains how to pivot to AI recommendation optimization: rebuilding high-density product copy, embedding localized FAQs, and configuring precise structured metadata. Master this framework to get LLMs and AI shopping assistants to actively cite and prioritize your brand, securing a first-mover advantage in next-generation search.
De-AI-ing Your Edits: A Practical Viral Video Workflow for SMB Sellers
Tailored for SMEs and creators in Malaysia and Southeast Asia, this guide dissects how to leverage AI tools to mass-produce natural-sounding UGC short-video ads. We skip parameter bloat and dive straight into pacing control, critical first-3-second hook testing, and localization adaptation. Get a complete, reproducible daily pipeline and checklist to help you outperform platform conversion metrics on a lean budget.
Face-Free Selling: The AI Assembly Line for Turning Old Copy into Viral Short Videos
How can independent sellers in Malaysia and Southeast Asia overcome on-camera anxiety? This guide breaks down an AI workflow that systematically transforms customer Q&A, buyer reviews, and archived blog posts into high-converting short videos. We walk you through feeding data into NotebookLM, fine-tuning prompts for local context, designing hooks around local payment options and shipping terms, and provide a ready-to-use execution checklist. Ditch empty tech gimmicks, focus on content repurposing, and build a reliable, zero-cost production pipeline.
All Views, No Sales? Build an AI-Powered 'Follow-to-Payment' Auto-Funnel
Stop chasing vanity views. Real monetization in Southeast Asia requires a closed-loop strategy. Learn how lightweight AI can identify high-intent followers, automate localized WhatsApp/DM follow-ups, and use micro-conversion tracking to directly boost checkout rates. Includes a practical setup checklist.
Stop Burning Cash: A Solopreneur's Guide to AI Marketing Automation
Southeast Asian SMBs need to stop hemorrhaging cash on outsourced agencies. This article shares a lightweight "Vibe Automation" workflow that uses AI to sync inventory, generate Malay/Thai short video scripts, and handle WhatsApp & TikTok Shop order follow-ups 24/7. Includes a practical checklist and tool recommendations to launch your automated growth engine on a budget.
Hands-Off Management: A Guide to Building an AI Operations Lead for SMB E-commerce
Geared toward Southeast Asian SMB sellers and indie developers, this article provides a practical blueprint for deploying an AI Operations Manager. Inside, you’ll find standardized prompt frameworks for intelligent customer service routing and dynamic inventory alerts, with detailed walkthroughs on securely connecting Slack, Notion, and the Shopee Seller Center. Includes a deployment checklist for automations. Avoid blindly delegating decision-making power; focus instead on streamlining repetitive workflows and strengthening risk control to quickly free up your bandwidth.
AI Outpainting in Action: Low-Cost Ad Creative Scaling for SME Sellers
Master the core AI outpainting workflow, decode the psychology of screen ratios, and safeguard your conversion hooks. Compare ROI against traditional design with a ready-to-execute creative scaling checklist for solo founders, helping you unlock Southeast Asian ad traffic at a fraction of the cost.
AI Audio in Practice: Building a Content Pipeline for Southeast Asian Merchants
Say goodbye to expensive audio outsourcing. This guide offers SMEs and independent creators in Southeast Asia a practical, step-by-step approach to AI voice generation. We cover everything from Shopify product narration and TikTok ad production to podcast workflows. Inside, you’ll find a localized compliance checklist, high-converting prompt templates, and ROI tracking methods—helping you build a standardized content pipeline with zero trial-and-error, turning audio production into a scalable commercial asset.
Escaping Spreadsheet Hell: How SMB Sellers Can Build AI Data Dashboards
Targeted at SMB sellers and indie developers in Southeast Asia, this guide breaks down how to leverage lightweight tools to transform messy platform Excel exports into real-time, auto-updating dynamic dashboards. We provide a battle-tested tiered metrics framework, AI prompt templates for root-cause analysis, and a ready-to-use 48-hour implementation checklist. Stop wasting time on vanity charts. Learn to build a dedicated decision hub with minimal tech overhead, letting data directly drive cash flow management and daily operational strategy upgrades.
Say No to AI Markups: A Tiered Cost-Reduction Guide for Southeast Asian Sellers
Still worried about mounting AI tool bills? This guide provides a tiered routing workflow that teaches you to draft with budget models and polish with premium ones. Combined with caching and lightweight evaluation, it consistently slashes 30%–50% of your monthly SaaS expenses without compromising brand voice or conversion rates. Tailored for Southeast Asian indie developers and e-commerce sellers. Master the layered architecture logic, avoid hidden pitfalls of no-code tools, and deploy quickly using a standardized checklist to ensure every cent of compute power is directed toward high-conversion steps.
Stop Being a Human CRM: The SMB Guide to AI-Powered Customer Management
Traditional CRM is evolving from static spreadsheets into autonomous AI agents. This guide breaks down how to rebuild your direct-to-consumer operations using large language models for precise WhatsApp follow-ups, automated support ticket triage, and high-value customer segmentation. Includes a tailored low-code implementation roadmap and pitfall checklist for Southeast Asian merchants, helping you completely free up manual labor.
AI Prototypes Aren't Production-Ready: A Launch Guide to Avoid Common Pitfalls
Rapid AI site generation is tempting, but bypassing engineering discipline for a quick launch inevitably plants hidden risks. This guide outlines a 5-step workflow to bridge AI prototypes to production, focusing on hidden cost audits, dependency validation, user fallback paths, and lightweight QA. Tailored for Southeast Asian SMBs and indie developers, it includes a ready-to-use launch checklist to transform rough AI drafts into secure, maintainable, and reliably monetizable digital assets.
Beyond Random AI Generation: How E-commerce Uses Memory Features to Lock in Brand Style
Adobe's recent rollout of the memory feature in Firefly offers a fresh solution for Southeast Asian e-commerce sellers and content creators. This article breaks down how to turn unpredictable AI outputs into a consistent, style-locking workflow, complete with a 4-step action checklist and asset retention strategies. Learn to leverage context reuse and hard constraints to reliably produce brand-aligned product images, social ads, and catalog materials. Say goodbye to endless prompt tweaking and achieve scalable, efficiently managed visual assets.
Escaping the Image-and-Text Treadmill: How AI Interactive Videos Revolutionize E-commerce Conversions
SMEs and indie developers in Southeast Asia face a dual squeeze: traffic ceilings and intense competition from traditional image-and-text content. This guide breaks down high-converting scenarios for AI interactive videos, sidesteps compute and bandwidth pitfalls, and provides a proven ROI calculation model. Includes a low-cost deployment SOP and checklist you can execute in three days, helping you launch an AI visual shopping assistant on a lean budget, avoid concurrency risks, and effectively boost add-to-cart rates and per-order conversions.
Why E-commerce AI Keeps Failing? It’s Not the Model, It’s the Context
Stop wasting energy chasing every new model release. This article breaks down an AI context engineering framework tailored for Southeast Asian merchants, showing you how to use system prompts, dynamic knowledge bases, and task templates to reliably automate customer service, product listings, and cross-platform distribution. A ready-to-use practical guide.
Skip the Design Agency: Generate High-Converting Marketing Emails with AI in 15 Minutes
Skip the feature roundups and jump straight into a complete prompt-to-ESP workflow. Covers building structured brand guidelines, generating ESP-safe HTML templates, and a pre-send review checklist to dodge spam folders and keep your brand voice consistent. Tailored for SME teams in Southeast Asia.
Don't Treat AI-Generated Apps as Finished Products: A Micro-Tool Dev Guide for Small Merchants
Drop the marketing myth that AI can one-click deliver flawless products. This guide breaks down the complete workflow from precise prompting to cloud deployment, complete with a standardized debugging checklist and a comparison table of high-conversion scenarios in Southeast Asia. Tailored for local SMBs and indie developers, it offers a low-cost path to validate business hypotheses. Avoid outsourcing markups, master rapid iteration, and use lightweight micro-tools to directly drive real revenue growth in e-commerce and content niches.
Point & Ask: Bridging E-commerce Gaps with Screen Context AI
Forget wrestling with complex APIs and scraper scripts. SME sellers in Southeast Asia can simply point to elements on their screens to directly feed Lazada and Shopee dashboards, inventory sheets, and customer tickets to AI. This step-by-step guide breaks down a zero-code implementation plan to help you rapidly establish an efficient operational SOP. Includes a practical checklist to align data flow with core business needs, ready for immediate use by indie developers.
Ditch Manual Transcription: Build a Competitor Intelligence Pipeline with AI Structured Extraction
Still manually copying competitor prices and specs? We break down how AI structured extraction turns messy Southeast Asian e-commerce pages and supplier catalogs into clean JSON. Learn to build an automated intelligence pipeline that feeds sanitized data directly into Shopify, price monitoring bots, and AI content generators. Say goodbye to inefficient manual checks, and help SMBs and indie devs build real-time data moats to outpace the regional market.
Skip the Expensive Shoots: Batch-Generate Viral Product Videos with AI
A practical guide for SMEs and indie creators in Southeast Asia on leveraging generative AI to efficiently transform static product assets into high-converting sales videos for TikTok and Shopee. This article breaks down a complete content workflow, provides industrial-grade prompt templates, platform-safe margin guides, and hard-hitting ROI comparisons. Say goodbye to costly traditional filming and learn how to batch-generate content at near-zero cost, rapidly test conversion funnels, and master the execution standards and data-review logic for next-gen e-commerce video production.
Is Your AI Website Too Template-Like? A Practical Guide to Removing the "Cheap" Look from Your Independent Store
Built your online store with AI but it feels like a cheap, generic template? Traffic comes in but bounces instantly, draining your ad budget. This guide offers a 4-step conversion audit workflow tailored for small merchants in Southeast Asia: precisely intercept AI layout hallucinations, embed localized payment and logistics trust signals, and override rigid, global UX defaults. Ditch visual clutter and prioritize mobile checkout load speeds. Includes an actionable checklist to help you steadily boost order conversions through real, high-impact details.
Navigating the AI Customization Boom: A Localization Guide for SMBs
Amazon's new AI print-on-demand features are flooding the market. Tailored for Southeast Asian small businesses, this guide covers copyright-safe prompt strategies, high-fidelity mockup testing, and a checklist for launching community-driven Drops. Learn how to leverage AI alongside local culture, sidestep price wars, and build high-margin, defensible micro-brands.
AI-Managed Omnichannel? A Practical Guide to Avoiding Pitfalls for SME Sellers
Small and medium-sized sellers in Southeast Asia are facing a surge of omnichannel AI automation tools. Moving past the 'passive income' marketing hype, this article provides a battle-tested, low-risk, lightweight deployment workflow. It clearly outlines operational red lines where human oversight is non-negotiable: dynamic pricing, brand content tone, and customer dispute resolution. Complete with a practical profit-protection checklist and a phased testing guide, it aims to help Shopee, TikTok Shop, and independent store merchants establish a robust safety buffer. Boost daily operational efficiency while completely avoiding the capital drains and platform compliance risks triggered by over-automation.
Emails Always Landing in Spam? A Standalone Site Seller's Guide to Preserving Sender Accounts
Are your standalone store emails constantly hitting the spam folder? This guide cuts through the fluff and breaks down a low-cost email deliverability workflow tailored for lean teams in Southeast Asia. We contrast AI mass-blasting with scientific domain warm-up strategies, provide a clear SPF & DMARC authentication guide, and include a practical 48-hour implementation checklist. Learn how to bypass spam filters on a zero budget, steadily build sender reputation, and ensure every marketing email lands precisely in the primary inbox.
Struggling to Get Found by AI Search? The Southeast Asian Seller's Guide to Visual SEO
Amazon’s new AI image search isn’t a threat to small sellers—it’s an opportunity. This guide breaks down how to turn visual AI search into a high-quality traffic channel by optimizing product metadata and image structures for Shopee, Lazada, and TikTok Shop. Includes an actionable checklist to ensure your real inventory precisely captures AI-driven search intent.
AI Real-Time Subtitle Translation in Action: Penetrating Southeast Asia's Multilingual Market on a Budget
How does AI real-time subtitle translation empower cross-border e-commerce in Southeast Asia? This guide breaks down a low-cost, multilingual content SOP, covering high-conversion prompt design, localization pitfalls, automated publishing, and precise data tracking. Step-by-step instructions for indie developers and SMBs to leverage a single-source-multilingual strategy, dominate short-video matrices across Malaysia, Indonesia, and Singapore, and drive efficient cross-border conversions.
Skip the AI Hype: A Pragmatic Growth Guide for SME E-Commerce in Southeast Asia
How can Southeast Asian SMEs avoid the AI burnout trap? This article breaks down a pragmatic growth strategy: return to minimalist standalone stores, retain full ownership of your traffic and data, and reject blind automation. Instead, deploy technology precisely at high-leverage points like multilingual ad creation, support triage, and inventory forecasting. Featuring a practical operations checklist, we show you how to blend foundational best practices with lightweight toolchains to build a high-margin business in local markets.
Ditching AI Avatars: How SMB E-commerce Brands Break Through with Authentic Content
SMB e-commerce players in Southeast Asia are falling into an AI virtual avatar traffic trap. Blindly following this trend often triggers algorithmic penalties and account bans. From a 'trust arbitrage' perspective, this article provides a plug-and-play AI content detection checklist, a localized UGC transition SOP, and a multi-platform ad compliance matrix. Build a competitive moat with authentic personas and localized storytelling, safeguard your ad accounts, reject fake prosperity, focus on real conversions, and achieve sustainable monetization.
Treat AI Like an Intern: An E-commerce Visual Workflow for Hit Products
Position AI design tools as fast but inconsistent junior interns. This guide outlines a four-step management workflow for e-commerce visuals: structured brief breakdown, controlled parameter iteration, multilingual manual QA, and bulk A/B ad testing. Built specifically for Southeast Asian sellers, it replaces "slot-machine" luck with standardized processes to consistently deliver high-converting creatives.
Zero-Cost Conversion Boost: AI Synthetic Shopper Store Testing
An LLM-based synthetic shopper testing framework tailored for Southeast Asian indie merchants and developers. Features localized persona prompts, price sensitivity A/B testing, and checkout optimization checklists to preemptively identify friction points and boost ROI.
Stop Chasing Views: Use Retention Data to Reverse-Engineer Sales Scripts
Views don't equal revenue. This guide breaks down a practical SOP built on 'Retention = Purchase Intent,' showing you how to use second-by-second emotional feedback tools to reverse-engineer viral hooks and precisely insert CTAs at peak moments with AI scripts. Learn to automate high-converting clips for short-video ads and EDM funnels, helping Southeast Asian independent sellers stop guessing with ad spend and build a scalable, high-efficiency content monetization system.
Stop Blindly Subscribing to SaaS: Automate E-commerce Workflows with AI Screen Recording
Still paying hefty fees for SaaS subscriptions? SMEs across Southeast Asia are shifting to lightweight alternatives: recording workflows via screen capture so AI can learn them and generate custom automation agents. This article breaks down three major pain points—cross-platform listing, customer inquiry routing, and UGC video editing—and includes a practical decision matrix and implementation checklist to help you double your e-commerce efficiency at a fraction of the cost.
Creating Videos via AI Chat: An E-Commerce Seller's Guide to Short-Form Automation
Stop manually syncing tracks. This guide shows you how to transform AI video agent tools into a low-cost content pipeline: master platform-native prompt structures, auto-match B-roll with sound effects, batch-export multi-format assets, and run lean A/B tests. Built for Southeast Asian e-commerce sellers and indie creators, it eliminates tedious editing so you can focus entirely on conversion strategies and data analysis, scaling your content output efficiently.
Stop Forgetting Your Prompts: Build an AI Memory Hub
Tired of re-entering brand guidelines every time? Turning AI conversations into reusable local memory is the key to boosting content efficiency for SMEs across Southeast Asia. Centered on Context Engineering, this step-by-step guide teaches you how to tag, store, and retrieve settings to eliminate wasted regeneration cycles. Paired with an actionable checklist, it empowers AI to instantly generate on-brand content assets.
Stop Guessing: Turn Fragmented Customer Interviews into a Product Roadmap with AI
Navigating Southeast Asia’s complex customer journey means relying on gut feelings for product selection and content planning only drains a solopreneur’s limited cash flow. This article delivers a practical Customer Signal Processing System to transform everyday chats, customer service complaints, and after-sales logs into precise product iteration goals and content roadmaps. Inside, you’ll find prompt templates tailored to regional consumer psychology, a quantified scoring matrix, and a step-by-step execution checklist. Skip the fluff—let actual customer quotes drive your next growth move.
AI Agents in Action: How a Solo Entrepreneur Runs an E-commerce Store
How can a one-person store truly cut costs and boost efficiency? This article cuts through the 'AI takes over everything' marketing hype to build you a tiered automation framework. We break down practical workflows for multilingual customer support, dynamic product descriptions, and competitor review mining, while clearly defining where human intervention remains essential in supplier negotiations and brand storytelling. Includes a low-cost, no-code integration guide to help you bypass expensive enterprise suites and successfully launch your Southeast Asian e-commerce business.
Ditch Rigid Bots: Practical AI Sales Tactics for Southeast Asian Independent Stores
Tackle Southeast Asian e-commerce pain points by dissecting a human-AI collaborative workflow across Shopify and WhatsApp. From intent routing setup and localized script tuning to ROI dashboards, learn how to leverage AI to boost average order value (AOV) and retain genuine buyers. A must-have for independent store growth.
How SME Sellers Can Prepare for the AI Shopping Agent Era
With Google going all-in on AI shopping agents, the traffic allocation rules for independent sites in Southeast Asia are undergoing a fundamental overhaul. While SME merchants shouldn't panic blindly, they must immediately clean up their product data structures. This article provides a practical self-checklist, walking you through deploying Schema markup, removing hidden fees, and rewriting after-sales and trust pages to ensure AI shopping agents can reliably crawl, compare prices, and check out automatically. Don't wait until algorithms fully control traffic gateways—making your store's information completely transparent to machines is the best way to survive the next industry shuffle.
Platform Upgrades AI Anti-Counterfeiting: How E-commerce Can Drive Sales Through Authenticity
With YouTube rolling out AI face detection to all adult users, how can SMEs in Southeast Asia leverage this to boost conversions? This article breaks down actionable strategies: treat official verification like an SSL certificate for your store, systematically audit AI ad pipelines, and use platform trust signals to directly increase ROI. Includes a 3-step implementation checklist to help you purge low-quality assets and build brand premium through authentic personas.
Is AI Hands-Off Management Unreliable? A Semi-Autonomous Workflow Guide for SMEs
Uncover the hidden commercial risks of fully autonomous AI and learn an 80/20 human-AI collaboration SOP. We help Southeast Asian SMEs and creators build semi-automated guardrails for content production, customer service routing, and performance reviews, protecting brand trust and securing conversion baselines.
AI Video Factories for SMEs: From Prompt Roulette to Standardized Mass Production
Stop playing gacha games with AI prompts. This guide shows you how to build a standardized AI video pipeline tailored for Southeast Asian sellers. From reusable e-commerce storyboard checklists to generation-to-generation visual consistency control, we deeply compare the true CAC of AI short-form videos versus traditional UGC for Shopee and TikTok ads. Includes ready-to-use scaling checklists and parameter configuration guides to help you achieve low-cost mass production through industrial workflows and capture the live-commerce boom.
Google Cracks Down on AI Manipulation? Don't Panic: A Content SEO Survival Guide for SMBs
Google has recently tightened its anti-spam policies, explicitly drawing a red line around manipulating AI models to generate search results. In response to this algorithm shift, this article breaks down survival strategies for SMBs looking to scale content efficiency. It provides a complete workflow—from AI drafting and localized polishing to E-E-A-T structuring—paired with a practical pre-publish checklist. Designed for Southeast Asian e-commerce teams and indie developers, it ensures automated SEO content is produced safely, completely avoiding sudden organic traffic drops and driving compliant, long-term growth.
Say Goodbye to Bloated SaaS: How SMB Sellers Can Build Custom AI Tools
Businesses in Southeast Asia move at breakneck speed, and bloated SaaS platforms often fail to adapt. This guide walks you through leveraging AI no-code tech to rapidly build custom micro-apps. Precisely handle Shopee inventory sync, cross-platform promo tracking, and automated customer routing, taking full control of your workflows with near-zero friction.
The Conversational Commerce Boom: A Playbook for SMB Sellers and Indie Developers
Amazon’s integration of Alexa into its search bar marks the full-scale rollout of conversational commerce. This article breaks down the underlying logic of LLM-powered search, offering SMBs in Southeast Asia a practical guide to semantically optimizing product pages, while showing indie developers how to quickly deploy a privacy-first, lightweight shopping Agent on Shopify/WooCommerce. Master structured tagging and localization strategies to seize the next wave of organic traffic before it’s gone.
5 Prompt Tips That Double Your AI Output Quality (2026 Edition)
Same model, similar prompts — why does someone else get magazine-cover art while you get kindergarten scribbles? These 5 details are the dividing line.