{"id":331,"date":"2026-08-31T09:00:00","date_gmt":"2026-08-31T09:00:00","guid":{"rendered":"https:\/\/rlxsolutions.com\/blog\/low-volume-pcb-assembly\/"},"modified":"2026-08-31T09:00:00","modified_gmt":"2026-08-31T09:00:00","slug":"low-volume-pcb-assembly","status":"publish","type":"post","link":"https:\/\/rlxsolutions.com\/blog\/low-volume-pcb-assembly\/","title":{"rendered":"Low-Volume PCB Assembly: Cost, Setup &#038; Production Planning"},"content":{"rendered":"<p>Low-volume <a href=\"https:\/\/rlxsolutions.com\/blog\/pcb-assembly-guide\/\">PCB assembly<\/a> costs are shaped by fixed setup work, component sourcing, board complexity, inspection and test, then spread across a relatively small batch. <a href=\"https:\/\/rlxsolutions.com\/\">RLX Solutions<\/a>, a contract electronics manufacturer in Concord, Ontario, approaches these builds as controlled production runs where revision stability and first-article approval matter as much as quantity.<\/p>\n<p>The useful planning question is not simply, \u201cHow much does each board cost?\u201d It is, \u201cWhat does this build need to prove before more units are released?\u201d<\/p>\n<p>A 20-board engineering build and a 200-board pilot can require much of the same preparation before the first assembled printed circuit board leaves the line. That is why low-volume economics behave differently from high-volume production.<\/p>\n<h2>Why low-volume PCB assembly costs more per board<\/h2>\n<p>Low-volume assembly concentrates fixed work into fewer finished boards.<\/p>\n<p>A useful cost model is:<\/p>\n<p><strong>Cost per assembled board = fixed setup cost \u00f7 build quantity + bare PCB + components + recurring assembly + inspection and test<\/strong><\/p>\n<p>The exact charges depend on the build. The important distinction is between work performed once for the run and work repeated for each assembly.<\/p>\n<table>\n<thead>\n<tr>\n<th>Cost driver<\/th>\n<th>What creates the cost<\/th>\n<th>What happens as quantity rises<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Production setup<\/td>\n<td>Machine preparation and build documentation<\/td>\n<td>Spread across more boards<\/td>\n<\/tr>\n<tr>\n<td>Solder paste process<\/td>\n<td>Stencil and printing preparation<\/td>\n<td>Fixed portion is diluted<\/td>\n<\/tr>\n<tr>\n<td>Components<\/td>\n<td>BOM quantities, packaging and sourcing<\/td>\n<td>Purchasing economics may change<\/td>\n<\/tr>\n<tr>\n<td>Placement<\/td>\n<td>Number and type of component placements<\/td>\n<td>Repeats with every board<\/td>\n<\/tr>\n<tr>\n<td>Through-hole work<\/td>\n<td>Insertion and soldering operations<\/td>\n<td>Repeats with every board<\/td>\n<\/tr>\n<tr>\n<td>Inspection<\/td>\n<td>SPI, AOI, X-ray or visual inspection as required<\/td>\n<td>Partly setup, partly recurring<\/td>\n<\/tr>\n<tr>\n<td>Electrical and functional test<\/td>\n<td>Test preparation plus board test time<\/td>\n<td>Depends strongly on test method<\/td>\n<\/tr>\n<tr>\n<td>First article<\/td>\n<td>Verification before lot release<\/td>\n<td>Primarily a build-level activity<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>This explains an apparent contradiction in low-volume quoting. Adding boards can lower the effective cost per unit even though the total purchase order becomes larger.<\/p>\n<p>It also explains why buying extra boards solely to reach a lower unit price can be a mistake. If the design is still changing, the inventory exposed to a revision becomes larger too.<\/p>\n<h3>Worked example: 10 boards versus 100<\/h3>\n<p>Consider a hypothetical 6-layer, 1.6 mm circuit board with 180 surface-mount technology (<a href=\"https:\/\/rlxsolutions.com\/blog\/smt-assembly-process\/\">SMT<\/a>) placements, components on both sides and one ball grid array (BGA).<\/p>\n<p>Suppose the build requires the same engineering preparation, stencil, machine program and first-article activity whether the released quantity is 10 or 100 boards. Those activities are divided across 10 assemblies in the first case and 100 in the second.<\/p>\n<p>The 100-board order therefore carries less fixed setup burden per board. But if the first 10 assemblies reveal that a connector needs to move 2 mm, producing all 100 before that finding turns a validation problem into an inventory problem.<\/p>\n<p>The quantity decision is therefore an engineering-risk decision as well as a purchasing decision.<\/p>\n<h2>Setup begins with the data package, not the placement machine<\/h2>\n<p>A low-volume build starts before components reach feeders.<\/p>\n<p>Manufacturing needs an internally consistent set of released data. For PCB assembly, that typically means the bill of materials (BOM), pick-and-place or centroid data and assembly drawing. Bare-board manufacturing data may include Gerber RS-274X, ODB++, IPC-2581 and NC drill files. Stackup information, impedance targets and fabrication notes belong with the package when applicable.<\/p>\n<p>The problem is not merely whether every file exists. <strong>Every file has to describe the same revision.<\/strong><\/p>\n<p>A BOM from Revision C combined with Revision B centroid data can produce a package that looks complete while containing contradictory instructions. A footprint might have moved while the placement coordinates did not. A component substitution might appear in purchasing data but not in the assembly documentation.<\/p>\n<p>Engineer-reviewed design for manufacturability (DFM) and design for assembly (DFA) should expose those conflicts before they become populated boards.<\/p>\n<p>Production setup then converts design intent into executable manufacturing instructions. Placement data has to map correctly to the BOM and physical board, component orientation has to be unambiguous, solder paste deposition has to suit the pad geometry, and inspection and test requirements have to be understood before the lot moves.<\/p>\n<p>That work does not disappear because the order contains only 25 boards.<\/p>\n<h2>Component sourcing can control the schedule before assembly starts<\/h2>\n<p>A line cannot assemble a component that has not arrived.<\/p>\n<p>This sounds obvious, but low-volume builds often expose purchasing problems because the engineering BOM was created around electrical requirements rather than production availability. One unavailable integrated circuit can determine the schedule for an otherwise straightforward board.<\/p>\n<p>The sourcing model therefore belongs in production planning, not after it.<\/p>\n<p>A turnkey build puts <a href=\"https:\/\/rlxsolutions.com\/component-procurement.html\">component procurement<\/a> and assembly under the manufacturer. A kitted or partial-turnkey model lets you supply critical or long-lead components while the remaining material is sourced for the build. A consigned build starts with a complete customer-supplied kit.<\/p>\n<p>None of these models removes the need for BOM control.<\/p>\n<p>For each critical part, the purchasing decision should establish the exact manufacturer part number, acceptable alternates where engineering permits them, required quantity, source and traceability expectations. Moisture-sensitive devices also need controlled handling and storage appropriate to their classification.<\/p>\n<p>Sourcing becomes more consequential when authorized distribution cannot satisfy the requirement. Obsolete, end-of-life or allocated components can move the problem from simple purchasing into authenticity verification. Source vetting, packaging and lot verification, visual inspection, X-ray or electrical testing can become part of the procurement decision.<\/p>\n<p>A cheaper component is not cheaper if its identity cannot be established with enough confidence to release it to assembly.<\/p>\n<h2>Board A and Board B show why quantity alone cannot predict assembly cost<\/h2>\n<p>Two boards with the same layer count and order quantity can place very different demands on production.<\/p>\n<p>Consider these hypothetical 8-layer designs, both ordered in a batch of 100.<\/p>\n<table>\n<thead>\n<tr>\n<th>Decision factor<\/th>\n<th>Board A<\/th>\n<th>Board B<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Layer count<\/td>\n<td>8<\/td>\n<td>8<\/td>\n<\/tr>\n<tr>\n<td>Thickness<\/td>\n<td>1.6 mm<\/td>\n<td>1.6 mm<\/td>\n<\/tr>\n<tr>\n<td>Quantity<\/td>\n<td>100<\/td>\n<td>100<\/td>\n<\/tr>\n<tr>\n<td>Assembly sides<\/td>\n<td>One<\/td>\n<td>Two<\/td>\n<\/tr>\n<tr>\n<td>Smallest passive<\/td>\n<td>0402<\/td>\n<td>01005<\/td>\n<\/tr>\n<tr>\n<td>BGA pitch<\/td>\n<td>0.8 mm<\/td>\n<td>0.4 mm<\/td>\n<\/tr>\n<tr>\n<td>Through-hole connectors<\/td>\n<td>None<\/td>\n<td>Two<\/td>\n<\/tr>\n<tr>\n<td>Hidden-joint inspection<\/td>\n<td>Limited<\/td>\n<td>BGA X-ray required<\/td>\n<\/tr>\n<tr>\n<td>Functional test<\/td>\n<td>Simple pass\/fail<\/td>\n<td>Firmware plus functional sequence<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>If purchasing compares these boards only by dimensions, layer count and quantity, the comparison misses most of the assembly difference.<\/p>\n<p>Board B creates additional process demands. Its 01005 passives tighten printing and placement control. A 0.4 mm-pitch BGA puts solder joints underneath the package, so automated X-ray inspection (AXI) can inspect conditions that optical inspection cannot see directly. Two-sided population adds another assembly sequence, while through-hole connectors introduce operations beyond SMT reflow.<\/p>\n<p>Its firmware and functional test also create production work after soldering.<\/p>\n<p>The broader lesson is that <strong>bare-board complexity and assembly complexity are different cost models<\/strong>. An electrically simple 4-layer PCB with extensive manual assembly can require more assembly work than a denser multilayer design dominated by repeatable SMT placements.<\/p>\n<h2>First-article approval is the release gate for the batch<\/h2>\n<p>The first article separates \u201cthe line can build the data\u201d from \u201crelease the remaining quantity.\u201d<\/p>\n<p>First article inspection (FAI) verifies the initial build before the rest of a new production lot is released. For low-volume production, this gate has disproportionate value because the batch may still be close to engineering change activity.<\/p>\n<ol>\n<li>Confirm the board, BOM, placement and assembly documentation revisions.<\/li>\n<li>Assemble the first article using the intended production process.<\/li>\n<li>Inspect solder paste and populated assemblies using the required inspection methods.<\/li>\n<li>Check hidden joints where package construction prevents direct optical inspection.<\/li>\n<li>Complete electrical, programming or functional requirements specified for the product.<\/li>\n<li>Resolve discrepancies before releasing the remaining lot.<\/li>\n<li>Record customer approval before production continues.<\/li>\n<\/ol>\n<p>The mechanism is simple. A placement error found after one assembly affects one unit. The same error found after 100 assemblies creates inspection, rework and potentially component-recovery work across the lot.<\/p>\n<p>That is why the first article is not paperwork added after manufacturing. It is a production control point.<\/p>\n<h2>Match inspection to the failure mechanism<\/h2>\n<p>More inspection is not automatically better inspection. The method has to be capable of seeing the defect you are trying to detect.<\/p>\n<p>Solder paste inspection (SPI) works before reflow and measures paste volume, area and offset. It can therefore identify printing problems before they become solder joints.<\/p>\n<p>Automated optical inspection (AOI) works after reflow and is useful for visible assembly conditions such as component presence, orientation and accessible solder features.<\/p>\n<p>AXI becomes relevant when important solder connections are hidden under packages such as BGAs, land grid arrays (LGAs) and quad flat no-lead (QFN) devices.<\/p>\n<p>Manual visual inspection still has a role, particularly where workmanship has to be assessed under magnification against the applicable IPC-A-610 class.<\/p>\n<p>This sequence matters because inspection becomes progressively more expensive once the defect has travelled downstream. Correcting a paste-printing problem before component placement is fundamentally different from discovering its solder-joint consequence after the assembly has completed the line.<\/p>\n<h3>A 0.3 mm BGA changes what \u201cinspect the board\u201d means<\/h3>\n<p>Take a hypothetical 10-layer board with a 0.3 mm-pitch BGA on the top side and conventional SMT passives elsewhere.<\/p>\n<p>AOI can inspect visible components around that device, but it cannot directly see the solder joints underneath the BGA. AXI is therefore addressing a different physical inspection problem rather than duplicating AOI.<\/p>\n<p>If the same board instead uses a gull-wing package with externally visible joints, optical inspection has direct access to features that were hidden in the BGA case.<\/p>\n<p>Package selection consequently affects manufacturing planning beyond placement capability. It changes what evidence is available after reflow.<\/p>\n<h2>Low-volume electrical test should avoid unnecessary fixture economics<\/h2>\n<p>Testing has the same fixed-versus-recurring problem as assembly.<\/p>\n<p>In-circuit test (ICT) checks electrical connectivity and circuit conditions at defined test points. At production quantities, a bed-of-nails fixture can make repeated testing efficient, but the fixture itself requires preparation.<\/p>\n<p>Flying-probe ICT removes that physical fixture requirement. Probes move between programmed test points, which makes the method well suited to prototype and low-volume work where the economics of dedicated tooling may be difficult to justify.<\/p>\n<p>Functional test (FCT) answers a different question. Instead of asking whether electrical nets satisfy an in-circuit test plan, it determines whether the assembled product performs against the customer&#8217;s specified pass\/fail criteria.<\/p>\n<p>For example, a 50-unit controller board might use flying-probe ICT for net coverage and then receive firmware through Joint Test Action Group (JTAG) or Serial Wire Debug (SWD). A subsequent functional procedure could power the board and check the product-level behaviour required by the test specification.<\/p>\n<p>Those stages should not be collapsed into the vague line item \u201ctesting.\u201d They find different problems.<\/p>\n<h2>IPC Class 2 versus Class 3 must be decided before production<\/h2>\n<p>The required workmanship class affects how the assembly is built, inspected and accepted.<\/p>\n<p>IPC-A-610 Class 2 is associated with assemblies where continued performance and extended life are required but uninterrupted service is not the defining requirement. Class 3 applies tighter workmanship requirements for high-performance electronic products where continued performance is particularly important.<\/p>\n<p>The purchasing mistake is to treat class as an inspection preference that can be selected after the boards are assembled.<\/p>\n<p>It belongs in the manufacturing requirements before release because workmanship criteria influence production and acceptance throughout the build. If Class 3 is required, the assembly documentation, inspection plan and manufacturing expectations need to reflect that requirement from the beginning.<\/p>\n<p>J-STD-001 is adjacent but not interchangeable. It governs soldered electrical and electronic assembly requirements, while IPC-A-610 addresses acceptability of electronic assemblies. Treating either name as a generic quality badge obscures what the standard is actually controlling.<\/p>\n<h2>Production planning should answer six questions before release<\/h2>\n<p>A low-volume build is ready for controlled release when the manufacturer and customer are working from the same definition of the product.<\/p>\n<ol>\n<li><strong>What revision is being built?<\/strong> The BOM, PCB manufacturing data, placement file, drawings, firmware and test documentation must agree.<\/li>\n<li><strong>What is the batch supposed to prove?<\/strong> Engineering verification, customer samples, pilot manufacturing and recurring low-volume production have different evidence requirements.<\/li>\n<li><strong>Who owns component supply?<\/strong> Define turnkey, partial-turnkey or consigned responsibility and identify critical components before scheduling.<\/li>\n<li><strong>What releases the lot after FAI?<\/strong> Define who approves the first article and what evidence is required.<\/li>\n<li><strong>What inspection is tied to the package mix?<\/strong> Hidden-joint packages may require X-ray rather than relying solely on optical inspection.<\/li>\n<li><strong>What does \u201cpass\u201d mean at test?<\/strong> Provide test requirements, firmware and objective pass\/fail criteria before the line reaches that operation.<\/li>\n<\/ol>\n<p>This preparation also makes quotations more comparable. If Supplier A is pricing assembly plus functional testing while Supplier B is pricing assembly only, the lower total is not evidence of a less expensive equivalent process. The scopes differ.<\/p>\n<h2>Plan the next production quantity from evidence, not unit price<\/h2>\n<p>The cheapest unit price is not automatically the lowest-cost production decision.<\/p>\n<p>Suppose a 12-layer board is approaching design release. Option 1 is a 25-board pilot followed by 250 boards after first-article, electrical and functional results are accepted. Option 2 is an immediate 275-board release.<\/p>\n<p>Option 2 can spread setup work across more boards immediately. Option 1 limits the quantity exposed to an unresolved design or process issue.<\/p>\n<p>If the BOM, firmware and mechanical interfaces have already been proven, the additional validation gate may provide less value. If the board contains a newly introduced 0.5 mm-pitch BGA, revised power stage and new firmware, the first 25 units can produce evidence worth far more than the unit-price difference.<\/p>\n<p>This is the central production-planning trade-off in low-volume PCB assembly. <strong>Amortising setup rewards quantity, while unresolved engineering risk penalizes quantity.<\/strong> Your release size should balance both.<\/p>\n<h2>Prepare the quote so the production plan is visible<\/h2>\n<p>A useful low-volume quote package allows manufacturing to price the actual build rather than infer missing requirements.<\/p>\n<p>For an assembled printed circuit board, provide the BOM, pick-and-place or centroid file and assembly drawing alongside the required PCB manufacturing data. Include stackup, impedance and fabrication requirements where applicable. Test specifications and programming requirements should also be defined when they form part of the build.<\/p>\n<p>Do not hide the intended production path.<\/p>\n<p>If 30 units are an initial pilot for a later 1,000-unit requirement, say so. If a critical processor is customer-supplied while the remaining BOM is to be procured, define that split. If the first article cannot release until engineering completes functional testing, put that gate into the plan.<\/p>\n<p>Those details affect how the manufacturer prepares the job even when the circuit board itself does not change.<\/p>\n<h2>From low-volume build to controlled production<\/h2>\n<p>The most useful low-volume assembly run leaves you with more than working hardware. It should establish whether the released files, sourcing plan, <a href=\"https:\/\/rlxsolutions.com\/pcb-assembly.html\">assembly process<\/a>, inspection strategy and test method can support the next build without rediscovering the same problems.<\/p>\n<p>If you are preparing a prototype, pilot or recurring small batch, RLX can review the manufacturing package as part of the quote process. Send the PCB data, BOM, pick-and-place file, assembly drawing and applicable test requirements so the build can be reviewed against the intended production scope.<\/p>\n<section class=\"faq\">\n<h2>Frequently Asked Questions<\/h2>\n<h3>What files do I need for a low-volume PCB assembly quote?<\/h3>\n<p>For PCB assembly, prepare a BOM in .xlsx or .csv format, pick-and-place or centroid data and an assembly drawing. Manufacturing data can include Gerber RS-274X, ODB++, IPC-2581 and NC drill files. Include stackup information, impedance targets and fabrication notes where they apply. Test and programming requirements should also be defined when they are part of the assembly scope.<\/p>\n<h3>Is turnkey or consigned assembly better for a small PCB batch?<\/h3>\n<p>They solve different sourcing problems. Turnkey assembly places component procurement, bare-board supply, assembly and test under one manufacturing scope. Consigned assembly works when you already hold the complete component kit. Partial turnkey sits between them, allowing you to supply critical or long-lead parts while the manufacturer sources the remaining BOM.<\/p>\n<h3>Can fine-pitch BGAs be used in low-volume production?<\/h3>\n<p>Yes, provided the package, board design and manufacturing process are compatible. Fine-pitch BGAs increase the importance of solder paste control, accurate placement, reflow and hidden-joint inspection. RLX&#8217;s PCB assembly envelope includes BGA pitch down to 0.3 mm, with AXI used for BGA, LGA and QFN thermal-pad inspection.<\/p>\n<h3>How should I test PCB assemblies without paying for a production test fixture?<\/h3>\n<p>Flying-probe ICT is useful for prototypes and low-volume builds because it can provide full net coverage without a dedicated fixture. A bed-of-nails ICT fixture becomes relevant to production-volume testing. Functional testing can also be performed to a customer specification, with pass\/fail logging and serial traceability where required.<\/p>\n<h3>Should firmware programming happen during PCB assembly?<\/h3>\n<p>It can. In-system programming can be integrated into the manufacturing flow using methods such as ISP\/ICSP, JTAG or SWD, including bootloader and firmware flashing. The important planning requirement is to provide the correct firmware revision and define how successful programming is verified before production begins.<\/p>\n<h3>How quickly can a complete low-volume assembly package be quoted?<\/h3>\n<p>A complete manufacturing package can be reviewed for quotation within 24 business hours. Completeness matters because the PCB data, BOM, placement information, assembly requirements and applicable test scope define what is actually being priced. Missing or conflicting revisions can prevent an accurate assessment of the intended build.<\/p>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Low-volume PCB assembly costs are shaped by fixed setup work, component sourcing, board complexity, inspection and test, then spread across [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":330,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[17],"tags":[],"class_list":["post-331","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pcb-assembly"],"_links":{"self":[{"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/331","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/comments?post=331"}],"version-history":[{"count":0,"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/posts\/331\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/media\/330"}],"wp:attachment":[{"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/media?parent=331"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/categories?post=331"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rlxsolutions.com\/blog\/wp-json\/wp\/v2\/tags?post=331"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}