Category Archives: Technology

AnyData: Your Mid-Market BoB Analytics Solution for Opportunity Identification, Compliance Tracking, and Associated Project Management

AnyData, which we first covered on Sourcing Innovation back in 2017 (in AnyData: Another Analytics Arriviste from Across the Atlantic), has matured significantly since 2017, especially with its addition of auto-rule generation using AI in 2020 (as chronicled in AnyData, making spend analytics accessible by anyone! [Or, ‘The mid-market analytics quandary’]) over on the Spend Matters Content Hub, Pro/Insider subscription required).

Starting out as a Visual Development Framework / Data Hub, AnyData progressed into a good analytics offering, augmented by a good contract management (governance) offering, augmented by a good supplier management (primarily supplier data hub) offering, and that’s about where it was until 2020 when it significantly improved its analytics offering from a usability perspective and began the journey to take the rest of the platform from good to great.

Over the last two years, it has continued to refine its analytics offering from a quick-start/ease-of-use perspective where it has you up and running and doing real analytics in a guided self-service model in as little 15 minutes, added key field extraction and [better] analytics to its contract management module, included ESG/Sustainability support in its Supplier Management module, and built a brand new Project (Activity) (Savings) Tracking module with default templates for analytics-based savings projects, contract ([re-]negotiation projects), and supplier data gathering/compliance projects. In addition, using their rapid development capability, they can build custom, smart, project forms for any project type an organization wants to track very quickly (typically a few hours, a day at most) for a low fee [in addition to the standard templates you get included in the base subscription].

Since introducing their enhanced analytics offering three years ago with AI-based rule-derivation and easy re-classification, they have enhanced each part of the process to guide an average Procurement Practitioner and fledgeling analyst through each step of the process in a best-practice way that teaches them the basics while allowing them to go wide and deep as soon as they are ready.

For most clients, the AnyData process is this:

  1. Upload the file
  2. Determine if you want to
    • load the data Fresh,
    • Merge the data in, or
    • merge new data in while Replacing existing data for a time-period
  3. Select a Taxonomy (Standard, Industry Best Practice, or Tailored)
  4. Configure the Automation Process as needed
    (fields to analyze, priority, confidence intervals, etc. … or use the defaults)
  5. Review the Business KPI Dashboard and, optionally, drill into the Categorization Data Quality Dashboard
    • Optionally: Define rules for any significant or relevant unclassified spend (note that 100% mapping is not necessary, and not achievable by ANY solution on the market; 90%+ of the spend in a category is enough)
    • Optionally: Override the auto-generated rules, especially if you have a few products or services you treat atypically (for the chosen taxonomy; e.g. printer cartridges in electronics vs. office suppliers)
    • Optionally: Review, drag and drop the taxonometric (sub)categories as desired
    • Optionally: Enhance data/classifications as needed
  6. Review the Significant Opportunity Dashboards
  7. Dive into the Dashboards of Interest,
    which you can modify as needed to update / add analysis in a visual manner as needed
  8. Kick-off one or more analytics/savings project on an opportunity of interest
  9. Repeat from any step in the process as needed

A few points of note:

  • Through the SaaS front-end, file size is limited by browser limits but since they support compressed file uploads (and real-time decompression), that can easily be a 20GB file (uncompressed); if the initial file is too big, they support SFTP
  • AnyData is fast, so under a million rows of data only takes minutes to fully process
  • AnyData has best-practice starting taxonomies for multiple industries and can provide you with one upon setup
  • They tie their industry best-practice taxonomies to the standard taxonomies (like UNSPSC) and can make use of multiple data points for classification and for the industries they know well, their default rule generation will correctly classify 80%+ out of the gate
  • Their visual focus and the ability to drag and drop categories makes taxonomy classification super easy (and fields makes rules classification easy as well)
  • Rules can be on any combination of fields and use multiple types of matching (exact, partial, regex, etc.)
  • The Data Quality dashboard gives you a quick overview of the quality of data you uploaded (and the confidence you can have in the auto-generated rules without reviewing any manually, until you identify a need to do so in a category deep-dive)
  • The opportunity dashboards identify the best opportunities uncovered in the automated out-of-the-box analysis
  • It’s a click to start a savings/analytics project
  • You can jump back to any step at any time and continue on (down a different path) …

It’s tailored for quick start, quick execution, and quick time-to-value for a mid-market staffed by Procurement Professionals who are short on time and short on analytics training as it trains those procurement professionals how to do proper analytics through (semi-)guided workflows as they go.

If you’re a Mid-Market looking for a Best-of-Breed (BoB) analytics solution, AnyData should definitely be on your short list, especially since it’s one of the few offerings that can be obtained at an incredibly affordable price point due to the high DiY nature of the tool (and the focus on self-selection and self-serve SaaS sales). There aren’t many tools where you can get enterprise subscriptions starting at less than 2K/month, and few equal AnyData.

Kodiak Hub: A Supplier Relationship Management for Sustainability

Kodiak Hub is a relatively new Swedish solution for Supplier Relationship Management. Founded in 2015, it primarily served the Nordics for its first few years but began its expansion into the DACH and UK Regions during COVID (and even serves the NA market, although they don’t plan to tackle the NA market until the coming year).

A visit to its site might lead you to believe it’s a category management platform, billing itself as the starting point in a journey towards smart strategic sourcing, but that’s not quite what it is, or at least not where it’s found its niche and its true capability shines.

It’s true capability shines in sustainability, responsibility, risk assessments, and performance evaluations of suppliers, and their products, where those suppliers are creating (custom) (build-to-order) (manufactured) products where regulations need to be adhered to, carbon/GHG needs to be reported, and the organization needs to ensure they are acquiring a sustainable product (or service) as well as a sustainable supplier.

It’s primary platform is organized into three sections: Insights, Impact, and Intelligence along with a home dashboard that visually shows you the regions of all of your global suppliers and allows you to hover over those regions to see the number of suppliers, the regional economic rating, and the Country safe(SOURCE)TM Rating.

The safe(SOURCE)TM Rating is one of the truly unique capabilities of Kodiak Hub and one of the capabilities that positions it as a strong Sustainable Supplier Relationship Management platform. Using indices and public data sources, it is able to create a regional risk assessment profile that allows an organization to quickly spot geopolitical, environmental, and sustainability risks even before sending out an assessment to a supplier, and to create a generic risk profile when specific information is (not) yet available. When this is combined with local economic indicators (to spot risks of [significant] currency fluctuations, increased bankruptcy, etc.) as well as the ability to pull in credit scores (from credit agencies) (with appropriate data feed subscriptions), it provides an organization relatively deep insight into what expectations it should have for a supplier even before analyzing its policies, practices, and external assessments.

The supplier profiles or scorecards that Kodiak Hub can maintain are quite extensive, allowing an organization to maintain all the compliance, performance, risk, and sustainability data it needs on suppliers, products, and services to power its supplier management, sourcing, and procurement. It supports all standard company profile data, including supplier type and spend totals, detailed (customizable) assessment data, detailed on-site audit data (which will override the existing data as necessary), (third-party) risk/ESG/CSR data/rankings/metrics, externally computed KPIs, and related company, product, and service linkages. It can also store any and all documents of relevance or interest (insurance, certification, specifications, contracts, etc.).

Insight is the entry point to the platform’s supplier, product, and services summary screens that capture, and allow a user to query, all of the data associated with a supplier, product, or service.

Impact allows you to create and dive into (data-driven) supplier assessments, (onsite) supplier audits, KPI-based evaluations, and identified actions (in progress).

Assessments are unlimited and can be on the supplier in general, specific products or services, and even restricted to specific category management or sourcing projects. They can cover quality, health and safety, compliance & governance, human rights, environmental, business, product, information security, and other areas of relevance to the organization and use pre-built (template) questionnaires, customized variants, or custom questionnaires.

Right now, even though they can be assigned a “type”, actions are essentially requests to the suppliers with an integrated messaging trail for asynchronous communication that allows suppliers to ask questions, buyers to provide answers, and action states to be recorded (pending approval, in progress, completed, etc.). Future versions of the platform will contain specific types to ensure necessary information is captured, processes and workflows are followed, interim checks and approvals are in place, and so on.

Intelligence is its integrated analytics platform that allows a procurement professional to analyze suppliers across campaigns, projects, KPIs, assessments, categories, products, capabilities, etc. Relationship managers and buyers can create custom dashboards and reports, and customize the pre-built dashboards as needed.

The UX is very clean, modern, broken into logical segments, and very easy to use. It’s intuitive where to go to get the information you need and how to update new information when it comes in. This reviewer finds it so intuitive that he believes you can jump in and be productive with it without any training whatsoever.

So if you’re looking for a great supplier relationship management platform to manage your sustainability efforts and assess your supplier risks, we recommend you include Kodiak Hub in your shortlist.

Suite vs BoB. Which Do You Choose?

Neither!

But you need something. And there is no other option (yet). So are you doomed?

That depends. But first, let’s talk review the Primary Pros and Cons of each.

SUITE
BoB
PRO

  • one vendor relationship to manage
  • modular integration out of the box
  • consistent UX (or it’s not really a suite)
  • pre-implemented with major ERPs
  • the primary module offered by the vendor is truly Best in Class and considerably beyond the average suite capability
  • implementation is typically vendor supported, along with some integration services
  • low (subscription) cost out of the gate, pay as you need
  • today’s BoB comes with full, complete Open APIs to build your own ecosystem
CON

  • likely that only one or two modules are Best-of-Breed (BoB)
  • implementation and integration services are likely third party
  • high cost out of the gate
  • traditionally a closed ecosystem
  • multiple vendor relationships to manage
  • limited integrations out of the box to other modules you will need
  • inconsistent UX across the modules
  • limited to no ERP/MRP support in many modules

In other words, many of the weaknesses of the suites are the strengths of BoB and vice versa. But you want the strengths of both and the weaknesses of neither, even though that doesn’t exist today as no vendor does everything well, nor can they because they would need to be experts in everything. (So unless a vendor hired all the experts, and became a monopoly [and we generally agree monopolies are bad], no vendor could even come close.) Even if a vendor did hire all the experts of today, and build everything out to the best of those experts’ capabilities, they’d soon become an unaffordable mega-suite (and then still not be best in breed in anything because once they built what the experts they hired envisioned, there would be a new generation of experts they still wouldn’t have employed with new, innovative, possibly revolutionary, ideas).

So what do you do? Well, the answer is, as we pointed out in our post that asked where’s the Procurement Management Platform, acquire a platform that is designed to support data-centric end-point integrations for specific processes and organizational needs as this will allow you to select the right module for each task, configure the right procurement workflows, integrate new, even previously unthought of, modules with the Open API, and even support intake and supply chain platform integration.

But, as we noted, there’s no platform. So, unfortunately, you have to assemble your own. But at least today you can. A decade ago there were no options to do this, so either you bought a suite, and lived with it, or you bought best of breed and did extensive work to glue them together in a grit, spit, & a whole lot of duct tape situation (that would take about 69 months).

But today, all of the new best of breed applications are being built from the ground up with complete Open APIs and the newer suites are also offering you APIs to easily get data in and out as well. (Not so much on the workflow configuration / function execution front, but that’s not necessary.) [But please note that an App Store or Marketplace is not an Open API, it’s a closed ecosystem limiting you in what third party add-ons you can select.]

So you can theoretically start with the right instance of a BoB or a Suite as your base and build out the right platform over time, depending on your needs today, and how fast you can digest a new module. If you already have one or more first generation modules, you have the understanding of what these modules do and how to use them and can likely digest new versions of those modules pretty quickly, so you could start with that many modules plus one. If you have no modern S2P modules, then, as we indicated many, many times in our very long Source-to-Pay series, you need to pick a module that represents your most immediate need, start with it, and start to grow your platform from it.

Per Year, How Much Should You Outlay for a Multi-National Enterprise Source to Pay? Good Question! Poor Answer. 500K+

Whereas we were willing and able to put a real, actual, number, or a very tight range, for mid-markets, the situation gets more tricky for a multi-national enterprise with 1 Billion + in Revenue.

Why? Aren’t they using the same advanced tech as a large mid-market, except using advanced capabilities across the board? And, because of this, shouldn’t it max out at 500K? Well, yes, but there are additional considerations you don’t have in the mid-market.

[01] If you are using a lot of decision optimization, semantic analysis, network modelling, etc., then you are using a lot of computing power — that’s driving up the vendors’ hosting costs well beyond the mid-market. Now, at some point, it maxes out at costs on a dedicated machine basis, but it’s still higher.

[02] As a true multi-national enterprise, you are going to need a vendor that has extensive multi-lingual and multi-currency support in the product AND at the help desk when suppliers and third parties have difficulties using the solution to bid, provide information, submit invoices, etc. And while it’s only a one-time cost for a a suite built for true internationalization to add another language pack and currency, an enterprise that offers support in those languages usually has to add more headcount to support that language, and that adds cost.

[03] You’re not only going to have a larger Procurement team using it, but you’re going to have a decentralized global team with a lot more differentiation in capability, with a lot less people capable of being full DIY. They’re going to need more support on a regular basis, and you’re going to need to contract for this up front.

[04] You’re going to need a lot more data. You’re going to be subject to a lot more regulations and you’re going to need to collect, and verify, a lot of data on your partners and suppliers. A LOT of data. You’re going to need a number of data subscriptions on business identifiers, (beneficial) owners, and credit scores for verification that they aren’t on any embargo lists, involved in any legal suits, and acceptable to your insurance provider. Then you need data on their human/workers’ rights practices, compliance, and third party assessments for those countries with laws enforcing compliance and putting you responsible for your supply chain actions. Then you need Carbon/GHG data for countries with reporting requirements or limits. Then you need other ESG/Risk data for your own internal risk assessments. And so on. These subscriptions add up.

So even though the suite itself should still be within that 250K to 500K per year range, when you add up the additional support needs, additional data needs, and dedicated computing power needs, you’re going to double or triple that cost. That being said, before you sign on the dotted line, especially if the quote gets close to 7 figures (one million), you need to do your expected ROI calculation. If you’re not going to see at least a 5X ROI a year on a conservative estimate, with an expected ROI of 7X to 10X a year by years 2 and 3, you need to step back and decide if you need all the functionality, all of the support, and all of the data subscriptions you’re asking for / being quoted, and if so, if you’ve included the right vendors in your RFX for (a) technology solution(s). The reality is that you should NOT be paying a million plus annually for an extended S2P suite unless you’re getting the ROI.

Also, be sure to build that model in-house or engage a third party that is not a reseller or implementer of the suite you’re considering. First of all, their savings averages are not guaranteed to be applicable to your situation. Secondly, their manpower requirements, and reduction, averages might not be appropriate for your business either. Thirdly, because they often build their savings model as a rollup of savings models across the different modules / functions, many of these suite models often end-up double-counting resource time or savings numbers by way of their design.

(Please note our choice of wording here — “end up“. Usually the provider or consulting organization is not trying to deceive you, and they often don’t realize that their roll-up model is double counting. What we’ve seen happen is they take the best calculators they have access to (through consultant or analyst relationships) in each area they are selling in the suite — sourcing, SXM, CLM, etc. — and then roll them up. But they fail to understand that the attributions of a savings percentage in each model always favours the solution/module being sold, which may also assume some baseline functionality of another module. As a result, especially since the savings opportunity often changes based on what technologies are available and applied together, all the estimates will be “Best Case” for the selected modules, and when you add those up across five/six modules, you will sometimes get a total “Best Case” that is as much as double what is actually reasonable. For example, you can have a category where if you just applied spend analysis on the RFX you could identify 6% savings, if you just applied supplier risk profiling to the RFX and eliminated the high risk suppliers and then took the low bids you could identify 4% savings, and if you just applied strategic sourcing decision optimization you could get 10%, but if you applied all three you only achieved 9% (since optimization finds everything spend analysis finds, but the risk assessment resulted in the manual elimination of a high risk supplier that optimization didn’t catch, lowering the initially identified savings opportunity). Rolling up 3 separate models, it would produce a 20% savings opportunity when it was in fact 9%. Now, in other situations, the rollup could be worse than the actual of combining all three technologies, i.e. the RFX is projected to only identify 3% on it’s own and the negotiation module to save 3% on overheads, but the application of both to a targeted subset of suppliers which are deemed to be most willing to negotiate based on volume could allow for an 8% reduction. But overall, these rollups don’t average out and usually over-count.)

[Also, most vendors feel they have to do it this way since most buyers don’t buy all the modules and they don’t have enough average savings data across the application of all advanced modules to all categories to have reliable numbers. So you really need to do your own models based on your own situation and come up with realistic estimates.]

Depending on your current state of affairs, current market conditions, and technologies available that your organization is actually capable of utilizing, that could be an overall, estimated, cost reduction of 3% against all spend expected to be put through the platform in the first year, or it could be 5% (or more, or less). Even 3% is good if you’re spending 1 Billion a year, 500 Million is addressable, and you think you can address 20% of that, or 100 Million, the first year. That’s an estimated savings of 3 Million, and if your year 1 cost was 750K, that’s reasonable with an ROI of 4X, especially if you think increased efficiency will come in year 2 with familiarity, that you will address 200 Million in year 2, and increases the estimated savings percentage to 4%, which would be 8 Million savings in year 2, and an 8X multiple even if you needed to add more data subscriptions and support, bringing the total solution cost up to One Million.

Probably not the answer you wanted, since the mid-market looks to be getting off cheap, but they are also spending less as an organization, addressing less of that spend, dealing with fewer volume or consolidation opportunities, fewer resources to tackle the mid-size categories, and losing on the tail since they can’t effectively manage it beyond catalogs, budgets, and hoping the 3-bids and a buy are fair (and not rigged through collusion). They might pay less for their S2P solution suite, but their total savings potential is also (considerably) less and, thus, their typical ROI is limited compared to yours.

But, well chosen, at least you’ll get an open, modern, usable solution for One Million dollars per annum — not something you can say in all areas of enterprise software.

The 39 Steps … err … The 39 Clues … err … The 39 Part Series to Help You Figure Out Where to Start with Source-to-Pay

Figuring out where to start is not easy, and often never where the majority of vendors or consultants say you should start. They’ll have great reasons for their recommendations, which will typically be true, but they will be the subset of reasons that most benefits them (as it will sell their solution), and not necessarily the subset of reasons that most benefits you now. While you will likely need every module there is in the long run, you can often only start with one or two, and you need to focus on what’s the greatest ROI now to prove the investment and help you acquire funds to get more capability later, when you are ready for it. But figuring out how much you can handle, what the greatest needs are, and the necessary starting points aren’t easy, and that’s why SI dove into this topic, with arguments and explanations and module overviews, both broader and deeper than any analyst firm or blogger has done before. Enjoy!

Introductory Posts:
Part 1: Where Do You Start?
Part 2: Where Should You Start?
Part 3: You Start with …
Part 4: e-Procurement, and Here’s Why.

e-Procurement
Part 5: Defining an e-Procurement Baseline
Part 6: There are Barriers to Selecting an e-Procurement Solution (and they are not what you think)
Part 7: Over 70 e-Procurement Companies to Check Out

Interlude 1
Part 8: What Comes Next?

Spend Analysis
Part 9: Time for Spend Analysis
Part 10: What Do You Need for A Spend Analysis Baseline, I
Part 11: What Do You Need for A Spend Analysis Baseline, II
Part 12: Over 40 Spend Analysis Vendors to Check Out

Interlude 2
Part 13: But I Can’t Touch the Sacred Cows!
(including Over 20 SaaS, 10 Legal, and 5 Marketing Spend Management / Analysis Companies to Check Out)
Part 14: Do Not Stop At Spend Analysis!

Supplier Management
Part 15: Supplier Management is a CORNED QUIP Mash
Part 16: Supplier Management A-Side
Part 17: Supplier Management B-Side
Part 18: Supplier Management C-Side
Part 19: Supplier Management D-Side
Part 20: Over 90 Supplier Management Companies to Check Out

Contract Management
Part 21: Time for Contract Management
Part 22: Contract Management is a NAG: Let’s Start with Negotiation
Part 23: Contract Management is a NAG: Let’s Continue with [Contract]Analytics
Part 24: Contract Management is a NAG: Let’s End with [Contract] Governance
Part 25: Over 80 Contract Management Vendors to Check Out

e-Sourcing
Part 26: Time for e-Sourcing
Part 27: Breaking Down the ORA of Sourcing Starting With RFX
Part 28: Breaking Down the ORA of Sourcing Continuing with e-Auctions
Part 29: Breaking Down the ORA of Sourcing Ending with [Strategic Sourcing Decision] Optimization
Part 30: Over 75 e-Sourcing Vendors to Check Out!

Invoice-to-Pay (I2P):
Part 31: Time for Invoice-to-Pay
Part 32: Breaking Down the Invoice-to-Pay Core
Part 33: Over 75 Invoice-to-Pay Companies to Check Out

Orchestration:
Part 34: How Do I Orchestrate Everything?
Part 35: Do I Intake, Manage, or Orchestrate?
Part 36: Over 20 Intake, [Procurement] [Project] Management, and/or Orchestration Companies to Check Out
Part 37: Investigating Intake By Diving In to the Details
Part 38: Prettying Up the Project with Procurement Project Management
Part 39: Deobfuscating the Orchestration and Fitting it All Together