Most software evaluations for order intake automation start in the wrong place.
They compare UI screenshots. They ask which file formats are supported. They run a demo against three clean, well-formatted PDF orders. They get a pricing sheet and a reference customer list.
None of that tells you what you actually need to know: whether this software will still be working six months from now when a customer sends a free-text email in Dutch, your product catalog has changed, and the exception queue has been growing for three weeks because nobody told the system how to handle partial deliveries.
Before the scorecard
Before you compare any two tools on any specific criterion, you need to understand what category of software you're actually evaluating. Most tools on the market fall into one of two fundamentally different categories, and buying the wrong category is a mistake that a good scorecard won't save you from.
Category
Document Extraction (IDP/OCR tools)
These tools are designed to extract structured data from incoming documents. They work by recognizing fields in a known document layout and pulling the values out. Good ones can handle variation in layout to a degree. The best ones use machine learning models trained on large volumes of documents to improve accuracy over time.
Category
Workflow Automation (end-to-end intake agents)
These tools handle the entire order intake workflow, not just the document reading. The agent receives the order (by email, EDI, portal, or attachment), reads and interprets it regardless of format, matches line items against your product catalog, flags exceptions with context already assembled, updates your ERP, and sends outbound communication to the customer.
The question to ask every vendor
"What happens after you extract the data from the document? Walk me through the next five steps."
The answer will tell you which category you're in.
The framework
The scoring criteria below are designed to predict production performance — not demo performance. There is a significant difference between the two.
The scoring framework
Each criterion below is scored 1 to 5. The scale is defined at the bottom of each card. Use it to score every vendor you're evaluating on the same basis — then compare total scores alongside the specific criteria that matter most to your operation.
Criterion
Input Format Coverage — What Your Customers Actually Send
The demo will show you a clean PDF with clearly labeled columns. Your customers do not exclusively send clean PDFs with clearly labeled columns.
A realistic order intake environment for a mid-market B2B distributor includes:
Criterion
ERP Integration — Depth, Not Breadth
Every vendor will say they integrate with SAP, Microsoft Dynamics, and a list of other systems. That list is almost meaningless without a follow-up question: what does the integration actually do?
There is a wide range between "we can export a CSV that you import into your ERP" and "we write confirmed order data directly to your ERP, create the OC, update inventory locks, and trigger the next step in your order fulfillment workflow." Those are not the same thing. Only one of them removes manual steps for your team.
For mid-market companies running SAP Business One, SAP S/4HANA, or Microsoft Dynamics 365, the questions that matter are:
Criterion
Multilingual and Multi-Format Handling
If you're a European B2B distributor, your customers are not all sending orders in German. They're sending them in English, French, Dutch, Italian, Polish, and occasionally in a language you weren't expecting when you signed the contract.
This is not a niche edge case. It is a predictable operational reality, and it's one that breaks tools built on rule-based extraction or ML models trained on a narrow document set.
Criterion
Exception Handling — The Criterion Most Evaluations Skip
Most demos show you the happy path. Order arrives, data is extracted, everything matches, OC is confirmed. That process makes up roughly 80% of your volume. The other 20% — the orders that have something wrong with them — is where the real cost lives.
Exceptions in order intake look like:
The question is not whether the tool flags these. The question is how the exception is presented to your team: does it arrive with the context needed to resolve it in under two minutes, or does the rep have to rebuild the resolution context themselves?
Criterion
Implementation Timeline and Requirements
Mid-market companies do not have 18 months and a team of integration consultants to stand up new software. If the vendor's implementation process requires a discovery phase, a data labeling phase, a training phase, a pilot phase, and a full rollout phase with a system integrator involved at each step, you are buying enterprise software complexity for a mid-market problem.
The specific questions to ask:
Criterion
Human-in-the-Loop Design
Any responsible order intake tool keeps humans in the process. The question is how — and whether the design assumes humans are a fallback for failures or an active layer of oversight.
The better design treats the system as handling volume at scale while humans handle judgment at scale. That means:
Criterion
Security, Data Residency, and Compliance
For European mid-market companies, this is not optional fine print. Your order data contains customer information, pricing agreements, and commercial terms. If you're in a regulated sector, it may contain more.
The specific questions:
Criterion
Total Cost of Ownership — What the Pricing Sheet Doesn't Show
The per-document or per-transaction pricing on the vendor's pricing sheet is almost never the full cost. Add these before you compare numbers across vendors:
The scorecard
Score each criterion 1–5 for each vendor you're evaluating. Weight the criteria by what matters most for your operation. For most mid-market B2B distributors, exception handling, ERP integration depth, and implementation timeline should carry the most weight.
| Criterion | Weight | Vendor A | Vendor B | Vendor C |
|---|---|---|---|---|
| Input format coverage | ||||
| ERP integration depth | ||||
| Multilingual handling | ||||
| Exception handling quality | ||||
| Implementation speed | ||||
| Human-in-the-loop design | ||||
| Security and compliance | ||||
| Total cost of ownership | ||||
| Weighted total | — | — | — |
The fastest signal
If you only have time for one question in a vendor evaluation, make it this one:
The one question
"Walk me through what happens when a regular customer sends an order with two line items that match your product master, one line item that references a discontinued SKU, and a total value that exceeds their current credit limit. What does each step of your system do, and when does a human first become involved?"
A tool that handles this scenario well — surfacing all three issues with resolution context in a single structured exception — is fundamentally different from a tool that routes the entire order to a manual queue the moment it encounters the first mismatch.
The answer tells you more than a feature list ever will.
Where turian sits
Turian's Sales Order Intake agent is built as a Category 2 tool: end-to-end workflow automation, not document extraction. It receives orders by email or attachment in any format and language, matches line items against your product master, flags exceptions with context assembled, updates your ERP (SAP, Dynamics, and others), and sends the outbound order confirmation — without a human in the loop for the clean 80 to 90%.
Input formats
Processes PDFs, Excel, free-text email, and mixed-format orders without pre-processing.
ERP integration
Bidirectional. Reads customer data and product masters from your ERP to validate incoming orders; writes confirmed OC data directly without a manual import step.
Multilingual handling
LLM-based, so it reads orders in any language and maps data to your ERP in your system language without language-specific configuration.
Exception handling
Exceptions are surfaced as structured cards with the conflict identified, the context assembled, and a resolution path ready for one-action confirmation or override.
Implementation
Deployed in 4 to 6 weeks. No labeled training data required. Integration and deployment handled by turian's team.
Human-in-the-loop
Managers see throughput, exception rate, and processing accuracy in real time. Every automated decision is overridable with a full audit trail.
Security
GDPR-compliant, EU data residency, ISO 27001 certified.
Next step
If you're in active evaluation, a 30-minute workflow review is worth your time before you finalize your shortlist. We'll map your current order intake process step by step and show you exactly which parts the turian agent handles, which parts it escalates, and what that changes for your team's workload.
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