The verdict in three sentences
A sales order team receiving 350 PDF orders a day and rekeying each in 4 minutes spends more than 23 hours a day copying, the equivalent of three full-time staff. AI order entry from email costs 13,000 to 35,000 GBP excluding VAT as a 2026 order of magnitude, with 92 to 98% of lines correct on first read and human review limited to exceptions. With 90 to 350 GBP a month in API costs, payback usually falls between 6 and 10 months.
How the automated entry chain works
The flow starts in the orders inbox and ends in the ERP (Sage 200, SAP Business One, Microsoft Dynamics, Epicor), with no rekeying.
| Step | What the system does | Typical rate or time | Human role |
|---|---|---|---|
| Intake | Reads the orders inbox, sorts attachments | Under 1 min | None |
| Extraction | Customer, address, SKUs, quantities, prices, delivery date | 92 to 98% of lines correct | None |
| Matching | Customer and product codes found in ERP master data | 95% automatic matches | Creating new codes |
| Checks | Off-list prices, abnormal quantities, discontinued items | 5 to 12% of orders flagged | Approving exceptions in 30 to 60 s |
| ERP posting | Creates the order and the acknowledgement | 10 to 30 s | None |
| Learning | Corrections reused for recurring layouts | Error rate falls over 3 months | Occasional feedback |
Scanned handwritten orders or photos of order forms remain harder: expect 80 to 90% of lines correct and plan a systematic review.
Project budget and running costs
Budget depends on the number of different order layouts, the quality of product master data and the ERP to connect.
| Item | Range excl. VAT (2026 order of magnitude) | Comment |
|---|---|---|
| Off-the-shelf vendor tool | 700 to 2,200 GBP a month | Volume subscription, limited flexibility |
| Bespoke UK agency project | 13,000 to 35,000 GBP | Extraction, checks, review screen |
| Kolonell, medium application | 4M to 7M FCFA (6,100 to 10,670 EUR) | ERP with standard API, 1 inbox |
| Kolonell, complex application | 7M to 15M+ FCFA (10,670 to 22,870 EUR and more) | Several ERPs or sites, advanced rules |
| AI API cost | 90 to 350 GBP a month | For 7,000 to 10,000 orders a month |
| ERP connector | 15 to 30% of the project | More if the ERP has no API |
| Kolonell maintenance | 35,000 to 120,000 FCFA a month | Monitoring, updates, tuning |
One point of care: orders contain customer data and negotiated prices. Require UK or EU processing, no reuse of data to train models, and a log of every order processed.
Schedule and measuring results
Weeks 1 to 3: collect 300 to 500 real orders, map layouts, define check rules. Weeks 4 to 8: build extraction, the review screen and the ERP connector. Weeks 9 to 12: run in parallel with manual entry and measure error rate by customer. Go-live happens customer by customer, starting with the 20 accounts that often make up 60% of volume.
Mini case study
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Tom, head of sales order processing at an industrial supplies distributor in Manchester (illustrative scenario), handles 350 orders a day over 220 days: 77,000 orders and 5,130 hours of keying a year. With AI, only one minute of review remains per flagged order and a few seconds for the rest: about 1,300 hours. The 3,800 hours freed, valued at 28 GBP loaded, are worth 106,400 GBP a year. Counting only half of that as real savings (avoided hires, no more temps), 53,000 GBP, a 26,000 GBP project with 2,600 GBP of annual API costs pays back in 6 to 7 months.
FAQ
What error rate should we expect from the AI?
On PDFs generated by customers' ERPs, 92 to 98% of lines are correct on first read. Remaining exceptions are flagged and approved by a person before posting.
Do we need to change ERP to automate entry?
No, the AI integrates with your existing ERP through an API or import files. The connector is 15 to 30% of the budget depending on how open the ERP is.
How much do AI calls cost each month?
Between 90 and 350 GBP a month for 7,000 to 10,000 orders, as a 2026 order of magnitude. Cost falls as recurring layouts move to fixed rules.
Are phone orders covered?
Not directly, but orders dictated by email or WhatsApp can be processed. For phone orders, an online ordering portal is often the best next step.
How long before we see results?
Allow 10 to 12 weeks to production. The gain shows in the first month on pilot customers, with full payback in 6 to 10 months.
Let's scope your project. Send us a sample of 20 orders, your ERP name and your volumes, and we will price the automation and the expected gain. Detailed quote within 48 h. WhatsApp +221 77 596 93 33.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.

