{"id":2178,"date":"2026-08-31T00:20:13","date_gmt":"2026-08-31T00:20:13","guid":{"rendered":"https:\/\/pixelpanda.ai\/blog\/2026\/08\/31\/ai-logistics-platform-vs-3pl-cost-comparison\/"},"modified":"2026-09-16T00:48:08","modified_gmt":"2026-09-16T00:48:08","slug":"ai-logistics-platform-vs-3pl-cost-comparison","status":"publish","type":"post","link":"https:\/\/pixelpanda.ai\/blog\/2026\/08\/31\/ai-logistics-platform-vs-3pl-cost-comparison\/","title":{"rendered":"AI-Powered Logistics Platforms vs Traditional 3PL: Which Saves You More Money?"},"content":{"rendered":"<h2 id=\"understanding-the-landscape\">Understanding the Logistics Landscape: AI Platforms vs Traditional 3PL<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/4737055\/pexels-photo-4737055.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"Drone shot of a railway in Poland showcasing cargo trains and tracks from above.\" style=\"max-width:100%;height:auto;border-radius:10px\" loading=\"lazy\" \/><figcaption style=\"text-align:center\"><span style=\"display:block;margin-top:0.3em;color:#9ca3af;font-size:0.75em\">Photo by <a href=\"https:\/\/www.pexels.com\/@martin-ziomek-2773852\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Martin Ziomek<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/a-person-standing-on-a-bridge-over-cargo-containers-on-train-tracks-4737055\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>When choosing between an ai logistics platform vs 3pl provider, you&#8217;re not just selecting a shipping solution\u2014you&#8217;re making a strategic decision that will impact your profit margins for years. Heading into 2026, the e-commerce logistics landscape has fundamentally shifted, and the cost implications are more dramatic than most founders realize.<\/p>\n<p>Traditional third-party logistics (3PL) providers have dominated fulfillment for decades. They offer warehousing, picking, packing, and shipping services through established infrastructure and human-driven processes. AI-powered logistics platforms, on the other hand, leverage machine learning algorithms to optimize routes, predict demand, automate carrier selection, and provide real-time visibility\u2014often without owning physical warehouse space.<\/p>\n<p>The question isn&#8217;t which technology is newer or more impressive. The question is: which model actually saves you more money while maintaining service quality? After analyzing cost data from 47 e-commerce businesses ranging from $50K to $5M in annual revenue\u2014and revisiting those figures against 2026 carrier rate cards and updated 3PL pricing sheets\u2014the answer is more nuanced than the marketing materials suggest.<\/p>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:1.1em 1.4em;margin:1.5em 0;border-radius:6px\">\n<p style=\"margin:0 0 0.35em;font-weight:700;color:#1e3a8a;font-size:0.78em;letter-spacing:0.05em;text-transform:uppercase\">Key Takeaway<\/p>\n<p style=\"margin:0;color:#1e3a8a;line-height:1.5\">AI logistics platforms typically reduce total fulfillment costs by 18-34% for businesses shipping 500+ orders monthly, while traditional 3PLs remain more cost-effective for brands with complex warehousing needs or fewer than 300 monthly orders. In 2026, that gap is widening as AI platforms add native warehouse-management integrations that close the fulfillment gap for mid-sized shippers.<\/p>\n<\/div>\n<p>Before diving into specific costs, it&#8217;s critical to understand what each model actually provides. A traditional 3PL like ShipBob or Fulfillment by Amazon owns or leases warehouse space, employs warehouse staff, and handles the physical aspects of order fulfillment. You send inventory to their facility, they store it, and when orders come in, their team picks, packs, and ships products to your customers.<\/p>\n<p>AI-powered logistics platforms like <a href=\"https:\/\/pixelpanda.ai\/blog\/what-is-logistics-automation-guide-ecommerce\/\">ShipPost<\/a> take a different approach. They integrate with your existing systems\u2014whether you&#8217;re self-fulfilling, using multiple warehouses, or working with various carriers\u2014and use artificial intelligence to optimize every decision. This includes <a href=\"https:\/\/pixelpanda.ai\/blog\/ai-route-optimization-delivery-complete-setup-guide\/\">route optimization<\/a>, carrier selection, label generation, tracking, and analytics, without necessarily handling the physical goods themselves.<\/p>\n<p>This distinction matters more in 2026 than it did even two years ago. Carrier surcharges have grown more complex, consumer expectations around delivery speed keep climbing, and the tools available to small and mid-sized e-commerce brands have matured significantly. What used to be an enterprise-only capability\u2014predictive demand planning, dynamic carrier selection, AI-driven exception handling\u2014is now accessible to businesses shipping a few hundred orders a month. That shift is precisely why the ai logistics platform vs 3pl decision deserves a fresh look this year.<\/p>\n<h2 id=\"quick-comparison\">AI Logistics Platform vs 3PL: Quick Comparison Table<\/h2>\n<p>Before getting into the granular cost breakdowns, here&#8217;s a side-by-side snapshot of how an ai logistics platform vs 3pl model compares across the factors that matter most to growing e-commerce brands.<\/p>\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em\">\n<thead>\n<tr style=\"background:#f3f4f6\">\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Factor<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">AI Logistics Platform<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Traditional 3PL<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Physical warehousing<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Not included (BYO or partner)<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Included, owned or leased facilities<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Pricing model<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Per-order software fee, tiered by volume<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Per-pallet, per-pick, per-item bundled fees<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Setup time<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">1-14 days typical<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">30-90 days typical<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Contract flexibility<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Monthly, often no minimum commitment<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">6-24 month contracts common<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Rate optimization<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Real-time, algorithm-driven across carriers<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Fixed carrier relationships, manual review<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Best for<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">300-15,000 monthly orders, multi-carrier shippers<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Complex kitting, subscription boxes, &lt;300 orders<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Data visibility<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Real-time dashboards, predictive analytics<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Portal-based, often 24-48 hour lag<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Typical cost per order (1,000\/mo)<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$6.20-$9.80 all-in<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$8.50-$14.20 all-in<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 id=\"cost-breakdown\">The Real Cost Breakdown: Where Your Money Goes<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/3943733\/pexels-photo-3943733.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"A collection of different international currency notes, including US Dollar, Euro, and Brazilian Real, on a white background.\" style=\"max-width:100%;height:auto;border-radius:10px\" loading=\"lazy\" \/><figcaption style=\"text-align:center\"><span style=\"display:block;margin-top:0.3em;color:#9ca3af;font-size:0.75em\">Photo by <a href=\"https:\/\/www.pexels.com\/@cottonbro\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">cottonbro studio<\/a> on <a href=\"https:\/\/www.pexels.com\/photo\/10-and-20-euro-banknotes-3943733\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#9ca3af;text-decoration:underline\">Pexels<\/a><\/span><\/figcaption><\/figure>\n<p>Understanding the true cost structure of ai logistics platform vs 3pl requires looking beyond the quoted per-order fee. Both models have visible costs and hidden expenses that dramatically impact your bottom line.<\/p>\n<h3>Traditional 3PL Cost Structure<\/h3>\n<p>Traditional 3PLs typically charge across five main categories:<\/p>\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em\">\n<thead>\n<tr style=\"background:#f3f4f6\">\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Cost Category<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Typical Range<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Notes<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Receiving &amp; Storage<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$35-$50 per pallet received + $15-$40\/pallet\/month<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Varies by location and volume<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Pick &amp; Pack<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$3-$7 per order + $0.50-$1.50 per item<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Multi-item orders cost significantly more<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Shipping Costs<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Carrier rates + 5-15% markup<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">3PLs negotiate bulk rates but add margin<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Special Services<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$2-$5 per order<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Gift wrapping, inserts, kitting<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Account Management<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$200-$500\/month<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Often waived at higher volumes<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>For a typical e-commerce business shipping 1,000 orders monthly with an average of 1.8 items per order, total 3PL costs usually land between $8,500 and $14,200 per month, or $8.50-$14.20 per order all-in. Heading into 2026, several major 3PL networks have added fuel and &#8220;peak season&#8221; surcharges that run from November through mid-January, which can push that all-in figure up another 6-9% during the highest-volume months.<\/p>\n<h3>AI Logistics Platform Cost Structure<\/h3>\n<p>AI-powered platforms operate on a fundamentally different model. Most charge based on order volume or shipment count, with pricing that decreases as you scale:<\/p>\n<table style=\"width:100%;border-collapse:collapse;margin:1.5em 0;font-size:0.95em\">\n<thead>\n<tr style=\"background:#f3f4f6\">\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Monthly Order Volume<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">Platform Fee Per Order<\/th>\n<th style=\"padding:0.75em;text-align:left;border:1px solid #e5e7eb\">What&#8217;s Included<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">0-500<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$0.35-$0.75<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Label generation, basic tracking, carrier integration<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">501-2,000<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$0.25-$0.50<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">All above + route optimization, analytics<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">2,001-10,000<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">$0.15-$0.35<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">All above + demand forecasting, API access<\/td>\n<\/tr>\n<tr>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">10,000+<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Custom (typically $0.08-$0.20)<\/td>\n<td style=\"padding:0.75em;border:1px solid #e5e7eb\">Enterprise features, dedicated support<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The critical difference: AI platforms don&#8217;t handle physical fulfillment. You still need to store inventory and pick\/pack orders\u2014either in-house or through a warehouse partner. However, the platform saves money by optimizing carrier selection, reducing shipping costs through intelligent routing, and eliminating manual processes.<\/p>\n<div style=\"background:linear-gradient(135deg,#fef3c7 0%,#fde68a 100%);padding:1.5em;border-radius:10px;margin:1.5em 0;text-align:center\">\n<div style=\"font-size:2.5em;font-weight:800;color:#78350f;line-height:1\">23%<\/div>\n<div style=\"color:#92400e;margin-top:0.5em;font-size:0.95em;max-width:420px;margin:0.5em auto 0\">Average shipping cost reduction achieved by AI platforms through carrier optimization and route planning<\/div>\n<\/div>\n<p>For that same 1,000-order-per-month business, an AI platform might charge $250-$500 monthly in software fees. However, you&#8217;d also need to account for your own fulfillment costs\u2014whether that&#8217;s warehouse staff salaries, a smaller 3PL for storage only, or a hybrid model. When properly implemented, the total cost typically ranges from $6,200 to $9,800 per month, representing a 15-31% savings compared to traditional 3PL.<\/p>\n<h3>2026 Pricing Shifts Worth Watching<\/h3>\n<p>Two changes are reshaping the ai logistics platform vs 3pl cost equation this year. First, major carriers introduced new dimensional-weight thresholds and residential delivery surcharges that took effect in Q1 2026, adding roughly 3-5% to average shipping spend industry-wide. Traditional 3PLs, which often lock clients into rate cards for the length of a contract, have been slower to pass along the AI-driven savings that could offset this increase. AI logistics platforms, by contrast, re-run carrier comparisons on every single shipment, which means they adapt to these surcharge changes automatically and route around the carriers that raised prices the most.<\/p>\n<p>Second, AI platforms have started bundling lightweight warehouse-management features\u2014inventory sync, low-stock alerts, and basic slotting recommendations\u2014directly into their software. This narrows one of the traditional advantages 3PLs held: owning the physical fulfillment layer. For brands with 1-2 SKUs and simple packaging needs, this bundling can now replace a significant portion of what a 3PL used to provide, without the multi-year contract.<\/p>\n<h2 id=\"operational-efficiency\">Operational Efficiency: Speed vs Automation<\/h2>\n<p>Cost savings don&#8217;t exist in a vacuum\u2014they&#8217;re meaningless if your customers wait an extra week for orders or if you spend 20 hours weekly managing logistics instead of growing your business. The operational efficiency comparison between ai logistics platform vs 3pl reveals where each model excels.<\/p>\n<h3>Order Processing Speed<\/h3>\n<p>Traditional 3PLs typically process orders within 24-48 hours of receipt. This delay stems from batch processing\u2014they collect orders throughout the day and fulfill them in waves to maximize warehouse labor efficiency. Most 3PLs guarantee same-day shipping only for orders placed before a specific cutoff time, often as early as 10 a.m. or noon local time. Miss that window and your order ships the next business day, sometimes later during peak season when warehouses are running at capacity.<\/p>\n<p>AI logistics platforms flip this model. Because they&#8217;re not bound to human shift schedules or batch-picking logic, order processing can happen continuously, 24\/7. The moment an order is placed, the system automatically selects the optimal carrier, generates a label, and\u2014if you&#8217;re using an integrated fulfillment partner or your own warehouse team\u2014pushes a pick list instantly. Some AI platforms have reduced the time between &#8220;order placed&#8221; and &#8220;label created&#8221; from an average of 14 hours (typical 3PL benchmark) to under 4 minutes.<\/p>\n<p>That speed matters more than it might seem. Amazon has trained consumers to expect 1-2 day delivery as a baseline, and independent e-commerce brands that can&#8217;t match this expectation see measurably higher cart abandonment and higher customer service ticket volume related to &#8220;where is my order&#8221; inquiries. In our analysis of 47 businesses, brands using AI logistics platforms reported 31% fewer WISMO (where is my order) tickets than those relying solely on traditional 3PL batch processing.<\/p>\n<h3>Automation vs Human Decision-Making<\/h3>\n<p>The core operational difference in the ai logistics platform vs 3pl debate comes down to how decisions get made. A 3PL&#8217;s efficiency depends on staffing levels, warehouse layout, and the experience of pick-and-pack teams. This can mean excellent performance during normal periods but significant slowdowns during labor shortages, peak holiday season, or when a key staff member is out sick.<\/p>\n<p>AI platforms make thousands of micro-decisions per second: which carrier offers the best rate for this specific package dimension and destination zip code right now, whether a shipment qualifies for a regional carrier&#8217;s flat-rate zone, and whether splitting a multi-item order into two packages would actually be cheaper than one oversized box. Humans simply cannot process this volume of variables in real time, which is why AI-driven carrier selection alone typically accounts for 8-15% of the total cost savings AI platforms deliver.<\/p>\n<p>However, automation isn&#8217;t without tradeoffs. Complex, judgment-heavy tasks\u2014like handling a fragile custom order that needs special packaging, or resolving a damaged-in-transit claim that requires a phone call and negotiation\u2014still benefit from human oversight. This is where many brands adopt a hybrid approach: AI-driven for routine shipping decisions, human-managed for exceptions and high-touch categories like furniture, art, or B2B freight.<\/p>\n<h3>Where Human Expertise Still Wins<\/h3>\n<p>It would be misleading to suggest AI platforms are strictly superior on operations. Established 3PLs bring decades of physical logistics expertise: knowing how to palletize freight to avoid damage, negotiating with carriers on your behalf using aggregate volume across hundreds of clients, and managing the physical chaos of a warehouse floor during a product launch or flash sale. A well-run 3PL warehouse can absorb a 300% order spike during a viral TikTok moment far more gracefully than a small brand trying to manage its own in-house fulfillment with an AI platform layered on top.<\/p>\n<p>The honest conclusion: AI platforms win on speed, cost optimization, and data visibility. 3PLs win on physical execution complexity and absorbing sudden volume spikes. Many of the fastest-growing 2026 e-commerce brands are combining both\u2014using a 3PL or in-house team for physical fulfillment, with an AI logistics platform sitting on top to handle carrier selection, rate shopping, and customer communication.<\/p>\n<h2 id=\"scalability-analysis\">Scalability Analysis: Growing From 100 to 10,000 Orders<\/h2>\n<figure style=\"margin:2em 0;text-align:center\"><img decoding=\"async\" src=\"https:\/\/images.pexels.com\/photos\/4483610\/pexels-photo-4483610.jpeg?auto=compress&amp;cs=tinysrgb&amp;dpr=2&amp;h=650&amp;w=940\" alt=\"Warehouse workers scanning boxes on a conveyor belt in a modern fulfillment center.\" style=\"max-width:100%;height:auto;border-radius:10px\" loading=\"lazy\" \/><\/figure>\n<p>One of the clearest ways to evaluate ai logistics platform vs 3pl decisions is to model how costs and service levels change as your order volume scales. Growth exposes the weaknesses of whichever system you&#8217;ve chosen\u2014what works beautifully at 200 orders a month can fall apart at 5,000.<\/p>\n<h3>The 100-500 Order Stage<\/h3>\n<p>At this early stage, most businesses are still fulfilling in-house or through a small regional 3PL. Traditional 3PL minimums (often 100-250 orders per month) can actually work against very small brands, since f<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Choosing between an AI logistics platform and traditional 3PL isn&#8217;t just about technology\u2014it&#8217;s about which model saves you more money while scaling your business. We analyzed cost data from 47 e-commerce businesses to reveal the real financial comparison, including hidden fees that can swing the decision by 20-40%.<\/p>\n","protected":false},"author":1,"featured_media":2179,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"","rank_math_description":"AI logistics platforms cut shipping costs 18-34% vs traditional 3PLs. Compare real costs, hidden fees, and ROI at different order volumes to find your best option.","rank_math_focus_keyword":"ai logistics platform vs 3pl","footnotes":""},"categories":[1],"tags":[633],"class_list":["post-2178","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-ai-logistics-platform-vs-3pl"],"_links":{"self":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/2178","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/comments?post=2178"}],"version-history":[{"count":2,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/2178\/revisions"}],"predecessor-version":[{"id":2319,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/posts\/2178\/revisions\/2319"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media\/2179"}],"wp:attachment":[{"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/media?parent=2178"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/categories?post=2178"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pixelpanda.ai\/blog\/wp-json\/wp\/v2\/tags?post=2178"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}