AI · Spec Matching

Match supplier specs with your standards.

Automatically compare supplier specifications and qualification data to understand similarity, quality, and compliance in seconds.

85%
Similarity
Buyer standard
Solvent-A · Reference
Purity99.9%
Water< 0.05%
Density0.791 g/ml
Acidity< 20 ppm
Color (APHA)≤ 10
Supplier offer
Nordic Solvents · Alt
Purity✓ 99.9%
Water✓ 0.03%
Density✓ 0.790
AcidityΔ 25 ppm
Color (APHA)✓ 8
Attributes matched
4 / 5
Deviations
1 minor
Savings vs incumbent
−8.2%
Approved Producer
Ready for negotiation
The old way

Two PDFs, a highlighter, and a gut call.

Spec sheets compared by hand
Buyers open the reference PDF and the supplier's PDF side by side and match parameters line by line. Slow, error-prone, and impossible to audit later.
Alternatives never leave the shortlist
Qualifying a new producer feels risky when you can't quickly see how close their spec is to your approved standard. Cheaper offers get parked.
Savings math lives in Excel
Is a 92% match at −8% price worth it? The answer sits in a personal spreadsheet, not in the RFQ where the award decision is made.
The PINPOOLS way

An AI check that scores similarity in seconds.

The AI-based Specs Check compares the content of specification files provided by buyers and suppliers, then shows the percentage of similarity — so buyers can make well-analysed, data-backed decisions on alternatives, substitutions, and qualification.
85%
specification match accuracy
3×
faster qualification process
€1M+
potential savings identified
100%
compliance validation
Benefits

What buyers get out of it.

Every supplier offer arrives with a similarity score against your reference — alternatives are visible, comparable, and defensible.

Reduce manual spec checks

The AI processes spec files automatically — no line-by-line PDF comparison.

Ensure compliance and quality

Every award is backed by an auditable comparison against approved standards.

Find cost-effective substitutes

Compare a 92% match at a lower price against the incumbent — with the math in the RFQ.

Visualize qualification status

Similarity as a column in Pivot and Supplier Analysis views — sortable, filterable.

Key capabilities

Confidence for every substitution decision.

Five capabilities that take the ambiguity out of alternatives — from raw spec files to a defensible award.

Purity99.9
Water0.05
Density0.791
Purity99.9
Water0.03
Density0.790

Spec-to-spec comparison

Buyer and supplier specification files in — a structured attribute-level diff out.

85%
Similarity

% similarity scoring

One number per supplier tells buyers how close their offer is to the reference.

Approved producer100%
Alternate producer95%
Needs review78%

Approved-producer matching

Distinguish approved producers from alternates and unknowns automatically.

PRODUCERDistributor A98% matchDistributor B92% matchDistributor C72% matchBUYER

Distributor qualification

Validate distributor offerings against the technical requirements the producer's spec sets.

Incumbent100% match€1.00 /kg
Alternate92% match€0.92 /kg
Savings on switch−8.0%

Scenario-based savings analysis

Model what a 92% match at a lower price is worth compared with a 100% match today.

How it works

Three stages from reference spec to ranked alternatives.

Buyer sets the reference. Suppliers attach their specs. The AI compares and scores.

1
Buyer side

Set the reference spec

In the RFQ General tab, turn on Upload of Specifications is mandatory. On Items, open Specs → Any specs and upload the reference file or paste the text.

Advanced settings · General
Upload of Specifications is mandatory
solvent-A_reference.pdf 42 KB
2
Supplier side

Attach the spec with the offer

When uploading offers, suppliers are asked to attach specification files. With the mandatory setting on, quotes can only be submitted with a file.

Submit offer · Nordic Solvents
nordic-solvent-A.pdf 38 KB
Price€0.92 /kg
Submit offer
3
Analysis stage

Compare, score, sort

The similarity % appears in the Pivot table and Supplier Analysis views. Sort on Similarity of Specs to prioritize alternatives.

Supplier Analysis · Solvent-A SORT ↓
Supplier A100%€1.00 Nordic Solvents95%€0.92 Supplier C85%€0.86 Supplier D62%€0.78
Business case

Find alternatives without compromising quality.

Customers use specification comparison to identify alternative suppliers or products without compromising quality. The system analyses supplier data and specification sheets, calculating similarity percentages and highlighting deviations from approved standards. Buyers use this insight to evaluate savings scenarios and decide whether new offers meet their technical and compliance requirements.

In complex categories like chemicals or metals, this helps teams discover interchangeable materials faster, mitigate risks, and negotiate better prices with full confidence.

Match accuracy
85%
on specification comparison
Qualification process
3×
faster
Savings identified
€1M+
via alternative producers
Compliance validation
100%
of comparisons audited

“In complex categories like chemicals and metals, specification comparison helps our teams discover interchangeable materials faster, mitigate risks, and negotiate better prices with full confidence — without compromising quality.”

Category lead, complex direct materials · chemicals & metals
Trusted by industry leaders

Procurement teams in chemicals, pharma, and coatings
build with PINPOOLS.

Frequently asked

Comparison of Specifications questions, answered.

How do I make specifications mandatory in an RFQ?

In the General tab, Advanced Settings, enable "Upload of Specifications is mandatory".

Where do I see the similarity score?

In the Pivot table and Supplier Analysis views. Sort ascending or descending on the "Similarity of Specs" column to prioritize offers.

Can suppliers submit specifications in different file formats?

Yes — the AI processes uploaded specification files and matches content against the buyer's reference.

Does it work for distributors as well as producers?

Yes. Distributor offerings are validated against the producer's specification and receive their own similarity score against the buyer's reference.

Qualify alternatives in seconds.

Upload two spec sheets in the demo — see the similarity score live, on your own data.

AI-based · Compliance-grade · Onboarding in days