{"id":48762,"date":"2026-07-13T16:20:06","date_gmt":"2026-07-13T09:20:06","guid":{"rendered":"https:\/\/first-reach.org\/en\/?p=48762"},"modified":"2026-07-13T16:20:06","modified_gmt":"2026-07-13T09:20:06","slug":"oem-machine-difference-recipe-reproducibility","status":"publish","type":"post","link":"https:\/\/first-reach.org\/en\/contents\/oem-machine-difference-recipe-reproducibility\/","title":{"rendered":"Why Pet Food OEM Output Changes by Factory: The Same Recipe, Different Reproducibility"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">The prototype was great, but when the production-run lot arrived, both the texture and the palatability were something else entirely. On the ground in pet food OEM, this is not a rare story. Not a single thing in the recipe (formulation) was changed. The production method, too, was confirmed to be the same extrusion. And yet, even so, the finished product can turn out different.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This article organizes the reasons through the lens of equipment differences between factories (differences in actual production equipment and operating conditions). And now that AI has made it easy to connect with factories directly, why does a third party still matter \u2014 one who assesses whether your own recipe can be reproduced at a given factory, and who specifies the process steps? We explain this from both the technical and the decision-making side.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Being able to connect with a factory and being able to assess whether your own recipe can be reproduced at that factory are two entirely different things. The former has become easy thanks to AI technology and the like, but the latter remains difficult to assess.<\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\">What you will learn from this article<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li>Why the finished product can change with a factory&#8217;s equipment differences, even with the same recipe and the same production method (seven examples of equipment differences)<\/li>\n\n\n\n<li>The dividing line between what a factory&#8217;s can-do assurances and certifications (GMP, HACCP, etc.) guarantee and what they do not<\/li>\n\n\n\n<li>The risk that, when you get the assessment wrong, problems surface only after the contract, with a delay, across three fronts: quality, supply, and concept reproduction<\/li>\n\n\n\n<li>What the areas of judgment are that the buyer should specify, rather than leaving the process up to the factory<\/li>\n\n\n\n<li>How a multi-factory network and expert judgment work to protect a recipe&#8217;s reproducibility<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Note that this article makes no definitive claims about efficacy or outcomes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Reaching a factory is one thing; judging it is another<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In recent years, advances in generative AI and search have made it astonishingly easy just to find overseas factories and get in touch with them. Type in Thailand pet food OEM factory and a list of candidates is at your fingertips in seconds.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This raises a question. <strong>If you can connect with factories directly, surely the trading company in the middle is no longer needed?<\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">What a yes, we can do it does not guarantee<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">If you ask a factory, can you formulate this functional ingredient, or can you make kibble with this texture, most factories will answer yes. That answer is not a lie. They have the equipment, and they have a track record of making similar products in the past.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But what that yes answers is the question of <strong>whether they have the capability to make products in that category<\/strong>. To the question of <strong>whether the concept your recipe intends can be reproduced on that factory&#8217;s production equipment<\/strong>, a yes gives no answer at all.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The same can be said of certifications.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark has-dark-white-background-color has-background\">\n<li><strong>GMP (Good Manufacturing Practice)<\/strong> indicates that systems for production procedures, records, and traceability are in place.<\/li>\n\n\n\n<li><strong>HACCP<\/strong> indicates that there is a system for analyzing hazards (foreign matter, microorganisms, etc.) and monitoring critical control points.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Both are proof that a product is made safely and under a certain quality-control system. In the United States as well, for animal food, 21 CFR Part 507 sets out a framework covering cGMP (current Good Manufacturing Practice), hazard analysis, risk-based preventive controls, record-keeping, and so on, and it is important for verifying safety, hygiene, and control systems. On the other hand, <strong>whether your recipe&#8217;s specific temperature profile and coating conditions can be reproduced<\/strong> falls outside the scope of such certifications and systems, and is an area that must be verified separately (Note 1).<\/p>\n\n\n\n<div class=\"epb-box epb-has-box-margin-item is-style-epb-border-headline\" style=\"--epb-box-padding-top:16px;--epb-box-padding-right:16px;--epb-box-padding-bottom:16px;--epb-box-padding-left:16px;--epb-box-margin-item:8px;--epb-box-padding-background-color:#ffffff;--epb-box-border-style:solid;--epb-box-border-color:#cf2e2e;--epb-box-border-width-top:2px;--epb-box-border-width-bottom:2px;--epb-box-border-width-left:2px;--epb-box-border-width-right:2px;--epb-box-radius:3px\"><div class=\"epb-box__headline icon-lightbulb \" data-fontweight=\"normal\" style=\"text-align:left;--epb-box-headline-background-color:#cf2e2e;--epb-font-sp:14px;--epb-font-tablet:14px;--epb-font-pc:16px;line-height:1;letter-spacing:0.05em;color:#ffffff\">Mind the scope of regulations and certifications<\/div><div class=\"epb-box__body\">\n<p class=\"wp-block-paragraph\">GMP, HACCP, and the Pet Food Safety Act are frameworks that safeguard safety and quality-control systems; they do not guarantee the reproduction accuracy of a specific recipe itself. Having the certifications in place is a precondition, but please note that it is not a sufficient condition for reproducing the concept.<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Reaching a factory has become easy. But assessment has not. From the next section, we look concretely at what that assessment actually involves.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">A factory&#8217;s equipment differences change the finished product<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The recipe is the blueprint; the production equipment is the actual machines and operation at the factory. Even with the same blueprint, if the machines and operation differ, the product that comes out can change.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Why results can vary even with the same production method<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">What is written in the recipe or spec sheet is the design values. Instructions such as heat by extrusion or coat the surface with fat fall into this category.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But in the actual factory, these design values are <strong>realized under each factory&#8217;s own equipment and operating conditions<\/strong>. How the barrel (the extruder tube) temperature is ramped up, the residence time ingredients spend inside the machine, the shape of the blades, the airflow in the drying oven \u2014 these production-equipment-side conditions differ from factory to factory.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This distance between the design values and the production equipment is the root cause of the finished product changing even with the same production method. First we present seven representative equipment differences in a list, then organize each in detail across four points: assessment point | equipment difference | impact on the concept | why it stays invisible through certifications or a yes.<\/p>\n\n\n\n<figure style=\"font-size:14px\" class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Equipment difference<\/th><th>Finished product that may change<\/th><th>What the buyer should check<\/th><\/tr><\/thead><tbody><tr><td>1. Heat input in extrusion<\/td><td>Degree of gelatinization, texture, color, and how well nutrients are retained<\/td><td>Barrel temperature, residence time, and SME<\/td><\/tr><tr><td>2. Die and cutter<\/td><td>Kibble shape, hardness, and how easily it crumbles<\/td><td>Die shape, cutter type, and the freedom to design the kibble<\/td><\/tr><tr><td>3. Coating method<\/td><td>Palatability, how fats are incorporated, and how well post-applied ingredients adhere<\/td><td>Vacuum or atmospheric, and application sequence<\/td><\/tr><tr><td>4. Palatant application<\/td><td>Aroma release, palatability, and oxidative stability<\/td><td>Liquid or powder, application sequence, and spray method<\/td><\/tr><tr><td>5. Drying conditions<\/td><td>Shelf stability, water activity, and texture<\/td><td>Drying temperature, residence time, airflow, and water activity<\/td><\/tr><tr><td>6. Timing of addition<\/td><td>How well functional ingredients are retained<\/td><td>Added before heating or post-applied<\/td><\/tr><tr><td>7. Mixing \/ dispersion uniformity<\/td><td>Variability of trace ingredients<\/td><td>Mixer type, batch size, and premix design<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Equipment difference 1: heat input in extrusion<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Assessment point<\/strong>: the combination of barrel temperature x residence time x SME (specific mechanical energy\u2014the intensity of the kneading).<\/li>\n\n\n\n<li><strong>Equipment differences<\/strong>: even with the same extrusion, the distribution of heat and mechanical force differs greatly from factory to factory and machine to machine. Peer-reviewed studies report that changing how mechanical energy and thermal energy are applied during extrusion alters the degree of starch gelatinization and how easily it is digested, in dogs and cats respectively (Notes 2 and 3). Furthermore, it has been shown that even with the same ingredients, digestibility changes when the processing method differs\u2014extrusion, baking, or pelleting (Note 12).<\/li>\n\n\n\n<li><strong>Impact on the concept<\/strong>: how much heat-sensitive nutrients remain, the degree of starch gelatinization (an indicator related to digestibility), and flavor and color can change.<\/li>\n\n\n\n<li><strong>Why certifications and can-do claims do not reveal this<\/strong>: GMP and HACCP show that a system to control temperature exists, but they do not guarantee <strong>the design values of the temperature profile best suited to your recipe<\/strong>. For a deeper dive into the numbers, see the articles on the <a href=\"https:\/\/first-reach.org\/en\/contents\/extruding-process-for-dry-dog-food\/\" target=\"_blank\" rel=\"noreferrer noopener\">extrusion production process<\/a> and <a href=\"https:\/\/first-reach.org\/en\/contents\/pet-food-starch-gelatinization\/\" target=\"_blank\" rel=\"noreferrer noopener\">starch gelatinization<\/a>.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Equipment difference 2: die, cutter, and control of expansion<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Assessment point<\/strong>: how finely you can control the shape of the die, the cutter method, and expansion (the phenomenon of the dough puffing up).<\/li>\n\n\n\n<li><strong>Equipment differences<\/strong>: how freely you can design kibble size, density, and internal voids (gaps) depends on the flexibility of the equipment.<\/li>\n\n\n\n<li><strong>Impact on the concept<\/strong>: texture, kibble hardness and how easily it breaks (ease of eating for small-mouthed cats or seniors with weak teeth), and how much oil the surface absorbs can change.<\/li>\n\n\n\n<li><strong>Why certifications and can-do claims do not reveal this<\/strong>: from an answer of we can make kibble, you cannot tell <strong>how far the kibble design can be reproduced<\/strong>. For details, see <a href=\"https:\/\/first-reach.org\/en\/contents\/texture-in-petfood-palatability\/\" target=\"_blank\" rel=\"noreferrer noopener\">texture design<\/a>.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Equipment difference 3: whether vacuum coating is available<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Assessment point<\/strong>: whether it only coats the surface, or can impregnate (soak into) the interior. Whether it is atmospheric drum coating or a vacuum type.<\/li>\n\n\n\n<li><strong>Equipment differences<\/strong>: vacuum coating is a method that first reduces the pressure to open up the fine pores of the kibble, then draws oil or slurry (a liquid coating material) into them. How post-applied components penetrate differs from equipment that only coats the surface (Note 4).<\/li>\n\n\n\n<li><strong>Impact on the concept<\/strong>: the survival of post-applied functional ingredients (added to the surface after production), unevenness in palatability, and how readily the surface oil oxidizes can change. A concept that presupposes post-application may not hold up depending on the equipment.<\/li>\n\n\n\n<li><strong>Why certifications and can-do claims do not reveal this<\/strong>: even if an equipment list says coater, it often does not specify whether it is a vacuum type or an atmospheric drum type. For details on vacuum coating, see <a href=\"https:\/\/first-reach.org\/en\/contents\/vacuum-coating-in-pet-food\/\" target=\"_blank\" rel=\"noreferrer noopener\">vacuum coating technology<\/a>.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Equipment difference 4: type of palatant and application method<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Assessment point<\/strong>: Whether the palatant is liquid or powder, and whether it is spray-applied or impregnated (soaked in). How the application sequence is arranged.<\/li>\n\n\n\n<li><strong>Equipment differences<\/strong>: The application sequence and method, such as fat spray to liquid palatant to powder palatant, directly affects how palatability comes through (Note 5).<\/li>\n\n\n\n<li><strong>Impact on the concept<\/strong>: How consistently high palatability can be reproduced, and oxidative stability, can change.<\/li>\n\n\n\n<li><strong>Why certifications or a can-do answer do not reveal this<\/strong>: An answer of we can use a palatant says nothing about <strong>which method is used and how it is applied<\/strong>. For details, see <a href=\"https:\/\/first-reach.org\/en\/contents\/palatant-design-guide\/\" target=\"_blank\" rel=\"noreferrer noopener\">palatant technology<\/a>.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Equipment difference 5: drying conditions and water activity<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Assessment point<\/strong>: The design of the drying oven temperature, residence time, and airflow, and the water activity (aw) of the finished product (aw is an indicator of the amount of free water available to bacteria and mold).<\/li>\n\n\n\n<li><strong>Equipment differences<\/strong>: Water activity is a separate concept from total moisture content. The value that must be controlled varies with the type of microorganism and the product design. In dry kibble, a slight difference in water activity bears on shelf stability and mold risk, so it is necessary to manage water activity product by product rather than simply looking at moisture content (Note 6).<\/li>\n\n\n\n<li><strong>Impact on the concept<\/strong>: Shelf stability, shelf life, and susceptibility to mold can change. The more a formulation minimizes preservatives, the greater its dependence on moisture management.<\/li>\n\n\n\n<li><strong>Why certifications or a can-do answer do not reveal this<\/strong>: A certification shows whether a drying procedure exists, but not <strong>the precision of the drying itself<\/strong>. Shelf stability hinges on how reproducibly that precision is achieved.<\/li>\n<\/ul>\n\n\n\n<div class=\"epb-box epb-has-box-margin-item is-style-epb-border-headline\" style=\"--epb-box-padding-top:16px;--epb-box-padding-right:16px;--epb-box-padding-bottom:16px;--epb-box-padding-left:16px;--epb-box-margin-item:8px;--epb-box-padding-background-color:#ffffff;--epb-box-border-style:solid;--epb-box-border-color:#cf2e2e;--epb-box-border-width-top:2px;--epb-box-border-width-bottom:2px;--epb-box-border-width-left:2px;--epb-box-border-width-right:2px;--epb-box-radius:3px\"><div class=\"epb-box__headline icon-lightbulb \" data-fontweight=\"normal\" style=\"text-align:left;--epb-box-headline-background-color:#cf2e2e;--epb-font-sp:14px;--epb-font-tablet:14px;--epb-font-pc:16px;line-height:1;letter-spacing:0.05em;color:#ffffff\">Note: what water activity (aw) is<\/div><div class=\"epb-box__body\">\n<p class=\"wp-block-paragraph\">Water activity (aw) is an indicator of the amount of water available to microorganisms in a product, and it is a separate concept from the total water content (moisture content). Because aw can change with the design even at the same moisture content, managing aw \u2014 not just moisture content \u2014 is important when evaluating shelf stability and the risk of mold growth.<\/p>\n<\/div><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Equipment difference 6: timing of functional ingredient addition (before heating or post-application)<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Assessment point<\/strong>: Whether functional ingredients are drawn into the heating step, or post-applied (post-blended) after heating.<\/li>\n\n\n\n<li><strong>Equipment differences<\/strong>: Probiotics (live beneficial bacteria), enzymes, aroma compounds, and some vitamins are heat-sensitive, and how much survives changes with the timing of addition. Research reports that spore-forming bacteria tend to withstand heating, whereas live bacteria are post-applied after heating using an encapsulating coating (Notes 7 and 8).<\/li>\n\n\n\n<li><strong>Impact on the concept<\/strong>: The survival of probiotics, enzymes, aromas, and vitamins, and how far the content needed for label design can be verified after production and through shelf life, can change.<\/li>\n\n\n\n<li><strong>Why certifications or a can-do answer do not reveal this<\/strong>: We can include it and we can include it while preserving its function are two different things. Note, too, that even when functional ingredients are used, what labeling and claims are possible on the finished product must be confirmed on a case-by-case basis according to the ingredients, inclusion levels, production conditions, testing methods, and the regulations of the country of sale.<\/li>\n<\/ul>\n\n\n\n<div class=\"epb-box epb-has-box-margin-item is-style-epb-border-headline\" style=\"--epb-box-padding-top:16px;--epb-box-padding-right:16px;--epb-box-padding-bottom:16px;--epb-box-padding-left:16px;--epb-box-margin-item:8px;--epb-box-padding-background-color:#ffffff;--epb-box-border-style:solid;--epb-box-border-color:#cf2e2e;--epb-box-border-width-top:2px;--epb-box-border-width-bottom:2px;--epb-box-border-width-left:2px;--epb-box-border-width-right:2px;--epb-box-radius:3px\"><div class=\"epb-box__headline icon-lightbulb \" data-fontweight=\"normal\" style=\"text-align:left;--epb-box-headline-background-color:#cf2e2e;--epb-font-sp:14px;--epb-font-tablet:14px;--epb-font-pc:16px;line-height:1;letter-spacing:0.05em;color:#ffffff\">Note: what post-application (post-blending) is<\/div><div class=\"epb-box__body\">\n<p class=\"wp-block-paragraph\">Post-application (post-blending) refers to a method of applying ingredients to the surface of the kibble after it has been through the heating process. While it lets you add heat-sensitive functional ingredients without dragging them through the heat, how the ingredient adheres changes with the equipment&#8217;s application method, so a concept that assumes post-application needs to be checked for compatibility with the factory&#8217;s production equipment.<\/p>\n<\/div><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Equipment difference 7: mixing \/ dispersion uniformity<\/h4>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Assessment point<\/strong>: How uniformly functional ingredients and vitamins added in trace amounts are distributed throughout the dough and across each individual kibble, depending on the mixer type, batch size, and premix (pre-mixing) design.<\/li>\n\n\n\n<li><strong>Equipment differences<\/strong>: Even with the same formulation, if mixing capacity and procedures differ, the dispersion uniformity of trace additives varies from factory to factory. The smaller the amount of an ingredient added, the more susceptible it is to variability.<\/li>\n\n\n\n<li><strong>Impact on the concept<\/strong>: Whether the labeled content can be reproduced across the whole product, and the lot-to-lot and kibble-to-kibble variability, can change. For trace ingredients that carry a functional claim in particular, dispersion uniformity directly determines whether the claim can be reproduced.<\/li>\n\n\n\n<li><strong>Why certifications or a can-do answer do not reveal this<\/strong>: An answer of we can mix it tells you nothing about <strong>how far dispersion uniformity can be engineered<\/strong>.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">What the seven examples so far have in common is a structure in which <strong>even with the same design values, the finished product can change if the way it is realized on the production equipment differs<\/strong>. And that difference rarely shows on the surface of a catalog or a certification. That is precisely why assessment is needed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Risks surface with a delay, after the contract is signed<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If you proceed while overlooking equipment differences, the problems do not show up in the sample or the first lot; they surface only later, at the mass-production or repeat-order stage. That is what makes this so troublesome.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What makes the risk of equipment differences frightening is that <strong>it surfaces on a delay \u2014 not before the contract, but after it<\/strong>. The problems are invisible in the sample or the first small lot, and only become apparent once you enter mass production and repeat orders. Here we break this down into three aspects.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">A. Quality problems (foreign matter, out-of-spec)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">At mass-production scale, problems can appear that did not occur in sample manufacturing. As throughput increases, slight process-step variation is amplified, and lots that fall outside specification can slip in. The risk of foreign-matter contamination also depends on the line configuration and the standard of changeover management. These cannot be fully verified in the first small lot and may emerge as the lots pile up.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Note that labels such as single-protein and grain-free are difficult for any factory to guarantee with completely zero cross-contamination; in reality it is a matter of degree \u2014 how far it can be suppressed. Studies have even reported cases where roughly half of limited-antigen diets tested contained animal proteins not listed on the label (Note 9). How far you go with dedicated lines and validation of cleaning effectiveness (cleaning validation) (Note 13) governs the risk of out-of-spec or labeling problems (from the standpoint of the Pet Food Safety Act&#8217;s ingredient standards and labeling standards, Notes 10 and 11).<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">B. Supply instability<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Depending on the factory&#8217;s operating status and equipment circumstances, there are also situations where manufacturing under the same conditions becomes hard to reproduce on an ongoing basis. If the operation of the production equipment is not stable, the finished product tends to vary from lot to lot. This, too, is a delayed risk that is hard to see at the first-transaction stage.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">A and B above are also covered as a combined factory-selection scenario in <a href=\"https:\/\/first-reach.org\/en\/contents\/oem-factory-selection-common-mistakes\/\" target=\"_blank\" rel=\"noreferrer noopener\">a separate article<\/a>. Here we dig into C: failure to reproduce the concept, which is harder to see and tends to be dealt with too late.<\/p>\n<\/blockquote>\n\n\n\n<h4 class=\"wp-block-heading\">C. Failure to reproduce the concept (the hardest to see)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The hardest of the three to see is this failure to reproduce the concept.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The situation described at the outset \u2014 the sample passed, but when the production-run lot arrived both the texture and the palatability were something else entirely \u2014 is exactly this case. The reasons are as we saw in the previous section.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark has-dark-white-background-color has-background\">\n<li>Samples are often made by the factory <strong>with the greatest care and in small lots<\/strong>.<\/li>\n\n\n\n<li>Mass production runs on <strong>actual production equipment and real-world operation<\/strong>.<\/li>\n\n\n\n<li>At this point, equipment differences (heat distribution, kibble design, coating method, drying precision, timing of addition, and so on) create a distance between the sample and mass production.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For example, a functional ingredient designed on the assumption of post-application does not adhere sufficiently under the mass-production line&#8217;s coating method. Or the drying conditions that could be managed for the sample cannot be fully reproduced in mass production, and the texture changes. <strong>The recipe&#8217;s concept itself falls apart in mass production<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What matters here is that <strong>this is not a matter of the factory being at fault<\/strong>. The factory is honestly doing what its own production equipment allows. The issue lies in <strong>whether it was assessed, before the contract, that the recipe&#8217;s concept could be reproduced on that production equipment<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">And this assessment does not end with the sample passing once. To protect reproducibility of the concept, you need to go further \u2014 factoring in equipment differences \u2014 into <strong>which process steps to specify and how<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Process steps cannot be left to the factory<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Merely seeing equipment differences is not enough. The decision to factor in equipment differences and specify that this step should be made this way is what separates protecting reproducibility from losing it. Assessment alone is not enough. We move on to the decision-making story of <strong>specifying the process steps in light of equipment differences<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">The buyer leads the process sequence<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">An easy example is <strong>the timing of adding functional ingredients<\/strong>, touched on in equipment difference number six.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Even when formulating the same functional ingredient,<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark has-dark-white-background-color has-background\">\n<li>whether they are <strong>drawn into the heating step<\/strong>, or<\/li>\n\n\n\n<li>whether they are <strong>post-applied (post-blended) after heating<\/strong>,<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">the survival of that ingredient and the assurance of its labeled content can change accordingly, as described in the previous section (Notes 7 and 8).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This choice of which way to go is <strong>an area that should not be left to the factory<\/strong>. The factory can formulate, but it cannot decide which order is <strong>optimal for that recipe&#8217;s concept<\/strong> without knowing the concept. The one who understands the concept best is the buyer (the party placing the order). That is exactly why the buyer should lead in specifying the process order.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Three conditions required to specify a process<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">That said, to specify use post-blending here, you need the right preconditions in place. Specifically, the following three.<\/p>\n\n\n\n<ol class=\"wp-block-list is-style-item__num--square has-dark-white-background-color has-background\">\n<li><strong>A pool of factories to compare side by side<\/strong><br>If you know only one factory, you cannot put things in relative terms and say this factory&#8217;s method is the standard. Only when you can compare multiple sets of production equipment do you obtain the basis to judge that this method suits this concept.<\/li>\n\n\n\n<li><strong>The judgment to discern which equipment parameters matter (the accumulated hands-on experience of having confirmed reproducibility)<\/strong><br>This is the eye to see, among countless process conditions, <strong>which ones are decisive for this recipe<\/strong>. You do not need to specify everything. It takes the ability to narrow down the parameters that matter to the heart of the concept.<\/li>\n\n\n\n<li><strong>Equipment-level dialogue with the factory<\/strong><br>This is the dialogue of working out concretely with the factory, in light of the constraints of the actual equipment, questions such as is this method possible and what is the yield in this temperature range. Specification on paper alone collides with the reality of the production equipment.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">The gap between knowing and being able to judge<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Knowing<\/strong> the seven equipment-difference examples from the previous section is something anyone can reach by looking it up. Information is no longer scarce. What is scarce is the ability to use those seven points to <strong>compare multiple sets of production equipment side by side, judge that this concept suits this factory&#8217;s particular process specification, and translate that into an actual order spec<\/strong>. This judgment is not acquired by memorizing knowledge. It grows from an accumulation of hands-on practice \u2014 engaging with the production equipment and repeatedly assessing the gap between prototype and mass production.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark has-dark-white-background-color has-background\">\n<li><strong>Knowledge<\/strong>: Knowing the seven equipment differences (this is reachable)<\/li>\n\n\n\n<li><strong>Judgment<\/strong>: Determining the optimum through side-by-side comparison and translating it into process specifications (this requires a pool of production equipment, the discernment cultivated through practice, and dialogue with the factory)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This very distance between knowledge and judgment is the heart of the value a third party brings. AI has made reaching knowledge cheap. But it has not made cheap the judgment part \u2014 the side-by-side comparison, the engagement with production equipment, and the assessment built up over time.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The value of a factory network and expert judgment<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Being able to connect directly with a factory and being able to assess whether your own recipe can be reproduced are two different capabilities. What supports the latter is a network that lets you compare multiple factories side by side, together with an accumulated body of assessment built up in practice. What AI has lowered is only the cost of access; the cost of assessment remains.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">The two forms of value in a network<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">At our company (First Reach), we place our OEM manufacturing network across the four countries of Thailand, Australia, New Zealand, and Canada at the center of the value we add precisely in order to address this assessment cost. Specifically, there are two ways.<\/p>\n\n\n\n<ol class=\"wp-block-list is-style-item__num--square has-dark-white-background-color has-background\">\n<li><strong>Making it easier to select, from the network, a factory whose production equipment and processes fit the concept<\/strong><br>For a concept premised on post-application, a factory with suitable coating equipment. Where a heat-sensitive functional ingredient is the crux, a factory that can flexibly arrange the timing of addition. It is precisely because multiple sets of production equipment can be compared side by side that a choice fitting the concept becomes easier.<\/li>\n\n\n\n<li><strong>Making it easier to keep quality and supply risks in check<\/strong><br>Through process specifications grounded in equipment differences and equipment-level dialogue with the factory, it becomes easier to reduce, before signing, the seeds of risk that tend to surface in mass production.<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">The decisive difference from a single factory<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">This is where the decisive difference from dealing directly with a single factory lies.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark has-dark-white-background-color has-background\">\n<li><strong>Direct dealing with a single factory<\/strong> tends to push our concept toward <strong>compromise<\/strong>, fitting it into the range of what that factory&#8217;s production equipment can do. That is because there is only one option.<\/li>\n\n\n\n<li><strong>With a four-country network<\/strong>, rather than merely fitting the concept into the range of what a given factory can do, it becomes easier to compare side by side the factories whose production equipment and process conditions are closest to the concept. <strong>The pool available for comparison is itself the value<\/strong>.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Each factory&#8217;s distinctive strengths also support this side-by-side comparison.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>New Zealand and Australia<\/strong>: For grass-fed premium products, it is easy to compare track records and equipment tendencies.<\/li>\n\n\n\n<li><strong>Thailand<\/strong>: Well suited to projects that use tropical materials and functional ingredients.<\/li>\n\n\n\n<li><strong>Canada<\/strong>: For novel-protein formulations, it is easy to find comparison candidates.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Which production equipment is best suited changes depending on the direction of the concept. That is exactly why having a pool of options to choose from matters.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Our view<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">From our position of being able to compare our OEM manufacturing network across the four countries of Thailand, Australia, New Zealand, and Canada side by side, we help with assessing equipment differences and specifying processes, as a third party that works alongside you to protect the reproducibility of your recipe.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Our involvement does not end once we introduce a factory. Even after mass production begins, we work on the premise of continuing to verify\u2014together with the factory\u2014whether the intended concept is being reproduced at the process level. Because the assessment cost recurs each time you add a new concept, the value grows the longer the relationship continues.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, reach out to us in situations like these.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark has-dark-white-background-color has-background\">\n<li>You want to find a factory with equipment that fits a concept premised on post-application<\/li>\n\n\n\n<li>You are concerned about whether the finished product will differ between sample and mass production<\/li>\n\n\n\n<li>You are unsure which process steps to specify yourself, and how far to specify them<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">It is fine if you do not yet have a finished formulation or specification sheet when you contact us. We can begin organizing the equipment-difference issues from the stage where you know the product concept you are aiming for, the ingredients you want to use, the process conditions you want to avoid, and the texture or kibble shape you want to reference.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you find yourself wondering whether you can see this assessment through on your own, feel free to reach out as early as the initial consultation stage.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Article summary<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Let us summarize the key points of this article in three.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-item__checkmark--square has-dark-white-background-color has-background\">\n<li><strong>Reaching a factory and assessing it are two different capabilities.<\/strong> What AI has made cheaper is only the cost of reaching a factory. The cost of assessing whether your own recipe can be reproduced on that factory&#8217;s production equipment has not come down. A factory&#8217;s can-do answer or its certifications may show a safety and quality-control system, but they do not guarantee the reproduction precision specific to a recipe.<\/li>\n\n\n\n<li><strong>Even with the same production method, equipment differences govern whether the concept is reproduced.<\/strong> The heat distribution of extrusion, kibble design, coating method, palatant application, drying precision, the timing of adding functional ingredients, and mixing \/ dispersion uniformity, these equipment differences are invisible in a sample and can surface in mass production.<\/li>\n\n\n\n<li><strong>Process steps cannot be left to the factory, and a network and expert judgment make the difference in specification decisions.<\/strong> Which process steps to specify and how is a domain the buyer should lead. That judgment requires a pool of factories to compare side by side, the expert judgment to narrow down the parameters that matter, and equipment-level dialogue with the factory.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Finally, we leave you with one question. <strong>Can you see this assessment of equipment differences and process specification through on your own?<\/strong> If you can, that is a major strength. If some uncertainty remains, the involvement of a third party who can compare options side by side becomes an option that may answer that uncertainty.<\/p>\n\n\n\n<div class=\"epb-linkcard is-style-epb-radius__0 is-style-epb-hover__initial\" style=\"--epb-linkcard-arrow-size:16px\"><div class=\"epb-linkcard_label icon-edit\" data-fontweight=\"normal\" style=\"font-size:12px;letter-spacing:0.15em\">Related article<\/div><a class=\"epb-linkcard_link\" href=\"https:\/\/first-reach.org\/en\/contents\/oem-factory-selection-common-mistakes\/\" target=\"_blank\" rel=\"noopener noreferrer\"><div class=\"epb-linkcard_inner epb-arrow-effect-right is-style-epb-arrow__01\" style=\"padding-top:16px;padding-bottom:16px;padding-left:24px;border-style:solid;border-top-width:0;border-bottom-width:2px;border-left-width:0;border-right-width:0;border-color:#e5e7e8\"><div class=\"epb-linkcard_heading\"><div class=\"epb-linkcard_title\" data-fontweight=\"normal\" style=\"--epb-title-font-sp:16px;--epb-title-font-tablet:16px;--epb-title-font-pc:16px;letter-spacing:0.04em;color:#333333\">3 Missing Perspectives Common Among Companies That Fail When Selecting Overseas OEM Factories<\/div><\/div><\/div><\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently asked questions (FAQ)<\/h2>\n\n\n\n<p class=\"wp-block-heading wp-block-paragraph\"><em><strong>Q1. If AI lets you connect directly with factories, are trading companies no longer necessary?<\/strong><\/em><\/p>\n\n\n\n<p class=\"has-dark-white-background-color has-background wp-block-paragraph\">Because connecting and assessing are two different capabilities. What AI has made cheaper is the cost of reaching a factory; the cost of assessing whether your recipe can be reproduced on that production equipment has not come down. That is exactly why a role remains for a third party who compares multiple sets of production equipment side by side and judges which processes to specify, and how, to achieve reproduction. The perspective for choosing a factory is also covered in a <a href=\"https:\/\/first-reach.org\/en\/contents\/oem-factory-selection-common-mistakes\/\" data-type=\"link\" data-id=\"https:\/\/first-reach.org\/en\/contents\/oem-factory-selection-common-mistakes\/\" target=\"_blank\" rel=\"noreferrer noopener\">related article<\/a>, but whether you can see the next step\u2014process specification that accounts for equipment differences\u2014through on your own is a separate matter.<\/p>\n\n\n\n<p class=\"wp-block-heading wp-block-paragraph\"><strong><em>Q2. If certifications such as GMP and HACCP are in place, can you stop worrying about equipment differences?<\/em><\/strong><\/p>\n\n\n\n<p class=\"has-dark-white-background-color has-background wp-block-paragraph\">Certifications are essential as a precondition, but they are not a sufficient condition. That is because, while GMP and HACCP indicate a safety and control system, they do not guarantee <strong>whether the temperature profile or coating conditions specific to your recipe can be reproduced<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-heading wp-block-paragraph\"><strong><em>Q3. If you specify the same production method, will you get the same product even at a different factory?<\/em><\/strong><\/p>\n\n\n\n<p class=\"has-dark-white-background-color has-background wp-block-paragraph\">The point of this article is that even if the production-method name is the same, the finished product can change if the production equipment (actual machines and operating conditions) differs. With extrusion, too, heat distribution and coating methods differ from factory to factory, so please consider that a match in production-method name alone makes reproducibility hard to guarantee.<\/p>\n\n\n\n<p class=\"wp-block-heading wp-block-paragraph\"><strong><em>Q4. If the sample is good, can you assume mass production will be fine too?<\/em><\/strong><\/p>\n\n\n\n<p class=\"has-dark-white-background-color has-background wp-block-paragraph\">Passing the sample stage is a starting point, not a guarantee of reproduction in mass production. Samples are made carefully in small lots, while mass production runs on production equipment under real operating conditions, and this is where discrepancies in the finished product arise. Even after the sample stage, it is safer to verify reproducibility under mass-production conditions at the process level.<\/p>\n\n\n\n<p class=\"wp-block-heading wp-block-paragraph\"><strong><em>Q5. How should you judge which process parameters matter for your own product?<\/em><\/strong><\/p>\n\n\n\n<p class=\"has-dark-white-background-color has-background wp-block-paragraph\">You do not need to control everything; the key is to <strong>narrow down to the parameters that drive the heart of the concept<\/strong>. If heat-sensitive functional ingredients are the heart of it, then the timing of their addition; if palatability is the heart of it, then coating and palatant\u2014you work backward from the concept in this way. Experience with side-by-side comparison of multiple factories and hands-on dialogue with production equipment helps with this narrowing down.<\/p>\n\n\n\n<p class=\"wp-block-heading is-style-paragraph__lines-right wp-block-paragraph\"><strong>References and sources<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list is-style-item__num--zero has-dark-white-background-color has-background\">\n<li>Note 1. 21 CFR Part 507, Current Good Manufacturing Practice, Hazard Analysis, and Risk-Based Preventive Controls for Food for Animals (electronic CFR); and AAFCO, Model Regulations for Pet Food and Specialty Pet Food.<br>https:\/\/www.ecfr.gov\/current\/title-21\/part-507<br>https:\/\/www.aafco.org\/wp-content\/uploads\/2023\/04\/9._FINAL_PFC_MBRC_for_Pet_Food_and_Specialty_Pet_Food.pdf (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 2. Corsato Alvarenga, I., Keller, L. C. M., Waldy, C., &amp; Aldrich, C. G. (2021). Extrusion Processing Modifications of a Dog Kibble at Large Scale Alter Levels of Starch Available to Animal Enzymatic Digestion. Foods, 10(11), 2526.<br>https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC8621379\/ (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 3. Baller, M. A., et al. (2021). Effects of thermal energy on extrusion characteristics, digestibility and palatability of a dry pet food for cats. Journal of Animal Physiology and Animal Nutrition, 105(Suppl.1), 76\u201390.<br>https:\/\/onlinelibrary.wiley.com\/doi\/10.1111\/jpn.13606 (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 4. Improving Pet Food Safety and Quality Through Vacuum Coating Technology, bulkinside.com.<br>https:\/\/bulkinside.com\/bulk-solids-handling\/size-volume-reduction\/improving-pet-food-safety-and-quality-through-vacuum-coating-technology\/ (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 5. AFB International, Applying Pet Food Palatants (white paper).<br>https:\/\/img.petfoodindustry.com\/files\/base\/wattglobalmedia\/all\/document\/2017\/06\/pfi.AFB_WP_1707_Applying_Palatants.pdf (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 6. Water Activity in Pet Food: Impact on Quality, Nutrition and Yield, Aqualab (Addium); and Neutec Group, Water Activity in Pet Food (white paper).<br>https:\/\/aqualab.com\/en\/knowledge-base\/market-insights\/water-activity-better-moisture-metric-pet-food<br>https:\/\/www.neutecgroup.com\/resource-library\/water-activity\/white-papers\/173-water-activity-in-pet-food\/ (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 7. Klinmalai, P., et al. (2025). Probiotics in Pet Food: A Decade of Research, Patents, and Market Trends. Foods, 14(19), 3307.<br>https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC12524077\/ (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 8. Acuff, H. L., et al. (2022). Effects of extrusion specific mechanical energy and dryer conditions on the survival of Bacillus coagulans GBI-30, 6086 for commercial pet food applications. Animal Feed Science and Technology.<br>https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0377840122000888 (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 9. Pagani, E., et al. (2018). Cross-contamination in canine and feline dietetic limited-antigen wet diets. BMC Veterinary Research.<br>https:\/\/pmc.ncbi.nlm.nih.gov\/articles\/PMC6136174\/ (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 10. Ministry of Agriculture, Forestry and Fisheries (MAFF), Pet Food Safety Matters (the Pet Food Safety Act) and the Ministerial Ordinance on Ingredient Standards for Companion Animal Feed.<br>https:\/\/www.maff.go.jp\/j\/syouan\/tikusui\/petfood\/ (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 11. Ministry of the Environment, Pet Food Safety Act Standards and Specifications.<br>https:\/\/www.env.go.jp\/nature\/dobutsu\/aigo\/petfood\/standard.html (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 12. Corsato Alvarenga, I., et al. (2024). Processing of corn-based dog foods through pelleting, baking and extrusion and their effect on apparent total tract digestibility and colonic health of adult dogs. Journal of Animal Science, 102, skae067.<br>https:\/\/academic.oup.com\/jas\/article\/doi\/10.1093\/jas\/skae067\/7637827 (retrieved 2026-06-26)<\/li>\n\n\n\n<li>Note 13. Best Practice Considerations to Enhance the Effectiveness of Allergen Cleaning and Validation, Food Safety Magazine.<br>https:\/\/www.food-safety.com\/articles\/11362-best-practice-considerations-to-enhance-the-effectiveness-of-allergen-cleaning-and-validation (retrieved 2026-06-26)<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The prototype was great, but when the production-run lot arrived, both the texture and the palatability were something else entirely. On the ground in pet food OEM, this is not a rare story. Not a single thing in the recipe (formulation) was changed. The production method, too, was confirmed to be the same extrusion. And [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":48764,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emanon_ad_label_edit":"no_display","emanon_featured_entry":"","emanon_hide_featured_image":"","emanon_disabled_overlay":"","emanon_hide_title":"","emanon_hide_sidebar":"","emanon_hide_breadcrumb":"","emanon_hide_toc":"","emanon_hide_sns":"","emanon_hide_follow":"","emanon_hide_author_card":"","emanon_hide_entry_tag":"","emanon_hide_pre_nex":"","emanon_hide_related_post":"","emanon_hide_ad":"","emanon_disabled_background_color":"","emanon_hide_floating_hamburger_menu":"","emanon_hide_footer_section":"","emanon_hide_fixed_footer_menu":"","get_emanon_reviewer_name":[],"emanon_subtitle":"","emanon_cta_id":"","emanon_cta_floating_id":"","emanon_cta_newsletter_id":"","emanon_noindex":"","emanon_nofollow":"","emanon_meta_description":"In pet food OEM, the same recipe can finish differently across factories' equipment. GMP and HACCP prove safety, not reproduction accuracy \u2014 why a factory network's expert judgment matters.","footnotes":""},"categories":[12],"tags":[],"class_list":["post-48762","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ingredients-formulation"],"_links":{"self":[{"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/posts\/48762","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/comments?post=48762"}],"version-history":[{"count":2,"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/posts\/48762\/revisions"}],"predecessor-version":[{"id":48765,"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/posts\/48762\/revisions\/48765"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/media\/48764"}],"wp:attachment":[{"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/media?parent=48762"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/categories?post=48762"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/first-reach.org\/en\/wp-json\/wp\/v2\/tags?post=48762"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}