Pactum
- Category
- Negotiation
- Type
- commercial
- Source
- Vendor site
- Last reviewed
- 2026-10-19 (what this means)
Summary
Pactum is a commercial procurement-negotiation agent. Public evidence consists mainly of vendor materials, a 2022 Harvard Business Review case study co-written by Walmart executives and university researchers (64% supplier agreement in a pilot), and a 2026 master's thesis analysing 148 negotiations at one customer (64.9% agreement; about half of agreements included a discount, with a median discount of zero; suppliers rated the process more favourably than the outcome). We found fewer than three independent evaluations, so no overall score is given. Insufficient evidence. Informational only; not a guarantee, endorsement, or certification.
Status: Insufficient evidence — no overall score is given (fewer than three independent performance sources). Independent performance sources: 1 (partly independent).
Factor notes (no scores)
| Factor | Weight | Score | Note |
|---|---|---|---|
| Completion rate | 30% | — | Agreement rates of 64% (customer-coauthored Walmart pilot) and 64.9% (2026 thesis, one customer); in the thesis, 50 of 148 negotiations expired. |
| Disputes | 20% | — | No documented formal disputes were found. |
| Adherence to limits | 25% | — | The vendor describes negotiation within buyer-set rules with a human final award; not independently tested. |
| Evidence quality | 25% | — | Fewer than three independent evaluations; available evidence is vendor, customer-coauthored, a single unreviewed thesis, and secondary reporting. |
See the methodology for the insufficient-evidence rule.
Uncertainties
- Only one partly independent performance source (an unreviewed master's thesis using one customer's data).
- The thesis does not disclose the author's relationship to the studied organization or any funding.
- The product has changed since the 2021 Walmart pilot.
- Paywalled and teaching-case full texts were not reviewed.
- Vendor savings figures are vendor claims, not findings.
- Evidence pass 4 (19 Oct 2026, Decision 0080): no new independent test of Pactum was found; two 2026 negotiation studies tested other AI systems, not Pactum.
Sources
- Nordenhög (2026), BTH master's thesis: 148 negotiations at one customer (partly independent; master's thesis, not peer-reviewed; customer-provided data) — independent performance, accessed 2026-10-16
- Harvard Business Review (2022): Walmart pilot, co-written by Walmart executives and university researchers (customer-coauthored case study; not independent) — customer or partner, accessed 2026-10-16
- Harvard Business Publishing case TB0756 (Thunderbird, 2025): abstract (teaching case; abstract only reviewed) — independent other, accessed 2026-10-16
- Bloomberg Businessweek (2023-04-26) (journalism) — independent other, accessed 2026-10-16; not reviewed (paywalled)
- Program on Negotiation at Harvard Law School blog: summary of HBR case (secondary summary) — independent other, accessed 2026-10-16
- Arkansas Democrat-Gazette (2023-05-04) (journalism; restates vendor/HBR figures) — independent other, accessed 2026-10-16
- IEEE Spectrum: AI agents and contract negotiations (journalism; descriptive) — independent other, accessed 2026-10-16
- BBC News (2021): negotiation bots (journalism; descriptive) — independent other, accessed 2026-10-16
- Hofstra Law Review (2025): regulatory questions on autonomous AI actors (legal commentary) — independent other, accessed 2026-10-16
- Pactum website (vendor claims; not independent) — vendor or maintainer, accessed 2026-10-16