Yardstick Research tear-sheet / AI sales cohort

Methodology · how we score · rubric weights in plain sight · vendors received this sheet seven days before publication and could flag factual errors, never rankings

Vivun

Identity

Total score: 31.7 / 100

Scoring: equal-weight mean of 6 dimensions × 100, less pricing-transparency penalty (hard = 10 pts).

Headline numbers

Metric Value Evidence
Free tier? Complimentary trial for Hero® - scope undisclosed [VENDOR-CLAIMED - vivun.com]
Cheapest paid tier Unknown - custom / sales-gated [VENDOR-CLAIMED - vivun.com]
Top-tier price Unknown - custom / sales-gated [VENDOR-CLAIMED - vivun.com]
G2 score UNKNOWN [ESTIMATED]
Customer count UNKNOWN - no named customers on public site [ESTIMATED]

Dimension scores

Equal-weight scoring - 6 dimensions, each 16.7% of the base score.

Dimension Score Weighted Evidence
Personalization quality 3/4 12.5 [ESTIMATED - Yardstick Research scoring rubric]
Deliverability infrastructure 0/4 0.0 [ESTIMATED - Yardstick Research scoring rubric; deliverability is not a relevant category for a presales-motion tool]
Ease of data integration & accuracy 2/4 8.3 [ESTIMATED - Yardstick Research scoring rubric]
Cost-per-seat efficiency 1/4 4.2 [ESTIMATED - Yardstick Research scoring rubric]
UI heuristics 2/4 8.3 [ESTIMATED - Yardstick Research scoring rubric]
Setup time 2/4 8.3 [ESTIMATED - Yardstick Research scoring rubric]
Base total 41.7
Pricing-transparency penalty - −10 hard - no pricing page; all CTAs route to "Try Hero free" or contact sales with no tier-price disclosure
Headline score 31.7

Pricing detail

Vivun does not publish pricing. The homepage product launch for Hero® routes to a "Try Hero free" complimentary trial with no tier or price disclosure. No historical pricing page is available. Buyers should expect enterprise-style custom pricing consistent with the Menlo Ventures / Salesforce Ventures / Tiger Global backing and SOC 2 / ISO 27001 compliance posture. [VENDOR-CLAIMED - vivun.com; MEASURED - D1, yardstick-data pricing_transparency_note]

Integrations

From D1 catalog [MEASURED - D1, yardstick-data]: - Salesforce Sales Cloud Einstein - Salesforce Einstein Copilot

From vendor site [VENDOR-CLAIMED - vivun.com]: - Salesforce (primary CRM integration - SE/presales workflows live in Salesforce)

Notable: Vivun's integration footprint in D1 is Salesforce-only. This reflects the product's focus on the presales motion, which runs primarily through Salesforce Opportunities and custom SE objects. Buyers on HubSpot or other CRMs should verify compatibility directly with sales. [MEASURED - D1, yardstick-data]

Editorial assessment

Vivun sits in a category that larger sales engagement platforms have not entered: the AI layer for sales engineering and presales. Apollo, Salesloft, Outreach, and the autonomous AI SDR cohort are built for top-of-funnel outbound; none of them address the technical discovery, demo-flow structuring, and deal-qualification work that SEs perform during mid-funnel. Vivun's Hero® product - described by the company as "structured reasoning over persistent world models" - targets that motion. The compliance posture is broad for a company of this scale: SOC 2 Type 2, ISO 27001, ISO 42001 (AI-specific management systems), and GDPR coverage together address procurement requirements at large enterprise and regulated-sector buyers. The investor list (Menlo Ventures, Salesforce Ventures, Tiger Global, Unusual Ventures, Atlassian Ventures, Accel) indicates backing from enterprise-software-focused investors. [VENDOR-CLAIMED - vivun.com/about; MEASURED - D1, yardstick-data top_strength field]

The deliverability infrastructure score of 0/4 is a category artifact, not a product failure: deliverability (email domain reputation, DNS warmup, inbox placement) is not a relevant dimension for a presales-motion product that does not send cold outbound email. The 0/4 score depresses the base total but should not be interpreted as a product deficiency. The meaningful weaknesses are cost-per-seat efficiency (1/4, reflecting full pricing opacity) and the absence of named customers on the public site - both of which make it impossible to benchmark TCO or verify customer outcomes without entering a sales process. [ESTIMATED - Yardstick Research scoring rubric; VENDOR-CLAIMED - vivun.com; MEASURED - D1, yardstick-data top_gap field]

The 2025 Hero® launch includes a complimentary individual trial, which lowers the evaluation barrier and indicates the vendor will let single SEs use the product before an enterprise rollout. Buyers at Scale-stage companies with 3+ SEs should start with the individual trial before committing to an enterprise contract. [VENDOR-CLAIMED - vivun.com]

Best for

Right-of-reply

Vivun received this tear-sheet seven calendar days before publication of the Yardstick Research 2026 Yardstick Report, including all measured numbers, sample outputs, and editorial assessment. Vivun was given the opportunity to flag factual errors - incorrect pricing, misquoted feature availability, outdated screenshots, factual misstatement in the editorial assessment. Vivun was not given the opportunity to request a score revision, dispute the rubric or its weights, withdraw from inclusion, negotiate ranking placement, or suggest changes to the editorial assessment beyond factual correction. Where a vendor flagged a factual correction, the correction was applied if verified and noted here; where a vendor disputed scoring, the dispute is recorded in the appendix but the score stands. Silence from the vendor during the right-of-reply window was treated as no objection.

Sources