RG Sciences (RGS)

Name: RG Sciences (RGS)
Brand: RG Sciences (RGS)

Your premier destination for advanced data & analytics solutions in the impact investing space.

Est 2019|Raised $6.2M

LinkedIn 2K|Website|FTEs 13|HQ City of London, England, GB

MarketsESG & Sustainability Investment Analytics

Published Oct 2, 2026

01Common complaints

- If independently validated third-party reviews and benchmark comparisons are required up front: RGS has a limited presence on major review platforms and public community discussions based on the searches performed. - If formal security attestations (SOC 2, ISO 27001) are required as part of procurement without a vendor-provided packet: these were not documented publicly in the materials reviewed. - If the organization has low tolerance for valuation or model interpretation debates: monetized impact outputs require governance and may trigger internal discussion. - If the primary requirement is standardized ESG risk ratings for compliance workflows: incumbents with broad procurement adoption may be a better fit.

Deal disqualifiers (poor fit)

Requires extensive third-party review coverage and long procurement track record prior to engagement.
Requires fully public security attestations available prior to procurement.
Requires a single-number ESG screening score with minimal methodology debate.

Known limitations (evidence-based from available sources)

Limited third-party review footprint on major SaaS review platforms.
Security certifications such as SOC 2 or ISO 27001 were not publicly documented in the materials reviewed.
Pricing information is not transparent on public product pages; procurement typically begins with a demonstration request.

Roadmap / future features

No explicit public roadmap with dates was located in the sources reviewed.

Potential scale/fit limitations (inference)

If RGS remains a smaller vendor based on early-stage funding signals, enterprise buyers may face higher vendor concentration risk relative to incumbent vendors.

02Why they buy

- Focus on converting impacts into monetary terms to support decision-making in financial language. - Product/services revenue mapping (PSICS) for thematic investing and product-level analysis. - Vendor asserts transparency and customizability and positions its methodology within impact accounting approaches; buyers should validate these assertions in due diligence. Note: these differentiators are derived from vendor-public materials and should be validated with customer references and methodological documentation.

03Field reports

Review platform availability (G2, TrustRadius, Gartner Peer Insights)

RGS does not appear to have widely accessible listings or reviews on major SaaS review platforms (G2, TrustRadius, Gartner Peer Insights) based on the searches performed for this report. Search results returned unrelated pages rather than an RGS product profile. This lack of third-party review data limits independent validation of support quality, usability, and realized ROI.

Vendor-published and partner-channel testimonials (available but not independent)

Public vendor pages include internal quotes and product marketing statements attributed to RGS team members (for example, a product team comment on PSICS). These are not customer testimonials and should be treated as vendor-provided material.

Community/Social discussions (Reddit, Hacker News)

Searches did not surface meaningful community discussions about RGS on platforms such as Reddit or Hacker News; results tended to include unrelated terms. As with review-platform coverage, this limits the amount of independent public feedback available to prospective buyers.

Implication: procurement should include direct reference calls and require named customer references where possible.

1) OB Hospitalist Group (OBHG) maternal health impact report (vendor social post)

Vendor communications describe an engagement with OBHG and a measurement over a one-year period attributing a substantial economic and social value in the hundreds of millions and reporting a positive benefit-to-revenue ratio (greater than one). Critical evaluation: - This is a vendor-published result (public social post) and was not independently audited in the sources reviewed. - Missing methodological details in the public snippet include baseline/counterfactual selection, attribution methodology, sensitivity analysis, and alignment with accepted valuation standards.

2) RGS x IFVI water impact dataset announcement (vendor site)

The vendor published an announcement indicating that water impact data for a large universe of publicly listed companies would be available via RIFT and that calculations use IFVI value factors and an impact accounting methodology. Critical evaluation: - Strength: the vendor references external value-factor frameworks. - Gaps: public material reviewed did not provide full validation details, limitations, or guidance on sectoral application of the monetization approach.

3) CSRHub integration of RGS data (third-party coverage)

A fintech industry article reported that CSRHub integrated Richmond Global Sciences data for enhanced ESG impact analysis.

Critical evaluation:

This is third-party coverage of a partner integration rather than an independent user ROI case study. It does indicate that RGS data are being incorporated into the broader ESG data ecosystem.

04Best fit

Company sizes (indicative)

Because pricing and customer counts are not public, ICP sizing is inferred from product complexity: - Asset managers / asset owners: typically institutional-scale AUM, or smaller specialist impact funds where monetized impact supports product differentiation. - Private equity / private credit: mid-market to large firms with sustainability reporting requirements. - Corporates: mid-to-large enterprises with ESG strategy or reporting teams seeking quantified impact narratives.

Industries / verticals

Impact investing and sustainable finance.
Sectors where product-level externalities are material (healthcare access, energy transition, water-intensive sectors, consumer products).

Roles / personas

Head of ESG / Sustainability
Impact measurement lead / stewardship lead
Portfolio managers focused on thematic or impact strategies
Risk, quant, and data teams requiring datafeeds
Corporate finance teams producing impact-in-financial-terms narratives

Qualification criteria (good fit)

Requires monetized impact outputs rather than only ESG risk scores.
Has capacity and governance to validate and govern valuation assumptions.
Willing to run a pilot and compare outputs against incumbent vendors.

05The pitch

What the product does (objective value proposition)

RG Sciences (also referred to as Richmond Global Sciences / "RGS") provides an impact-measurement and analytics platform called RIFT (Real Impact in Financial Terms). The platform converts environmental and social impacts into financial terms to support investment decision-making and corporate impact management. The vendor frames RIFT as an alternative to conventional ESG scores, emphasizing outcome-based impact measurement and alignment with what it describes as impact accounting. RGS’s product portfolio (as presented on its website) includes: - Impact Analytics (ESG Impact Analytics): monetized impact assessment for public companies across Environment / Employees / Customers. - PSICS Revenue Datafeed: standardized product & services revenue mapping via an internal classification system (PSICS) to support thematic investing, index construction, benchmarking, and research. - AI Thematic Investing Solutions: AI-assisted thematic universe/portfolio construction and mapping of themes to business activities. - Fixed Income Climate Analytics: securitized products / ABS-related climate impact analytics. - UN SDG Impact Alignment and related alignment tools (for example, climate transition alignment).

Target market and positioning

RGS markets to: - Public equity investors (impact intelligence platform) - Private equity investors (portfolio company data collection, reporting, impact assessment) - Fixed income investors (particularly those focused on climate impacts for securitized products) - Corporates (valuing impacts of operations/products in financial terms) - Universities (research access to datasets) Positioning: the vendor presents the product as an outcome-focused approach to sustainability and impact accounting at the product level, framed as an alternative to ESG score-centric workflows.

Get a comprehensive analysis of RG Sciences (RGS) including market position, competitive landscape, adoption trends, and peer benchmarks.

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Published Oct 2, 2026

01Common complaints

If independently validated third-party reviews and benchmark comparisons are required up front: RGS has a limited presence on major review platforms and public community discussions based on the searches performed.
If formal security attestations (SOC 2, ISO 27001) are required as part of procurement without a vendor-provided packet: these were not documented publicly in the materials reviewed.
If the organization has low tolerance for valuation or model interpretation debates: monetized impact outputs require governance and may trigger internal discussion.
If the primary requirement is standardized ESG risk ratings for compliance workflows: incumbents with broad procurement adoption may be a better fit.

Deal disqualifiers (poor fit)

Requires extensive third-party review coverage and long procurement track record prior to engagement.
Requires fully public security attestations available prior to procurement.
Requires a single-number ESG screening score with minimal methodology debate.

Known limitations (evidence-based from available sources)

Limited third-party review footprint on major SaaS review platforms.
Security certifications such as SOC 2 or ISO 27001 were not publicly documented in the materials reviewed.
Pricing information is not transparent on public product pages; procurement typically begins with a demonstration request.

Roadmap / future features

No explicit public roadmap with dates was located in the sources reviewed.

Potential scale/fit limitations (inference)

If RGS remains a smaller vendor based on early-stage funding signals, enterprise buyers may face higher vendor concentration risk relative to incumbent vendors.

02Why they buy

Focus on converting impacts into monetary terms to support decision-making in financial language.
Product/services revenue mapping (PSICS) for thematic investing and product-level analysis.
Vendor asserts transparency and customizability and positions its methodology within impact accounting approaches; buyers should validate these assertions in due diligence.

Note: these differentiators are derived from vendor-public materials and should be validated with customer references and methodological documentation.

03Field reports

Review platform availability (G2, TrustRadius, Gartner Peer Insights)

Vendor-published and partner-channel testimonials (available but not independent)

Community/Social discussions (Reddit, Hacker News)

Implication: procurement should include direct reference calls and require named customer references where possible.

1) OB Hospitalist Group (OBHG) maternal health impact report (vendor social post)

Critical evaluation:

This is a vendor-published result (public social post) and was not independently audited in the sources reviewed.
Missing methodological details in the public snippet include baseline/counterfactual selection, attribution methodology, sensitivity analysis, and alignment with accepted valuation standards.

2) RGS x IFVI water impact dataset announcement (vendor site)

Critical evaluation:

Strength: the vendor references external value-factor frameworks.
Gaps: public material reviewed did not provide full validation details, limitations, or guidance on sectoral application of the monetization approach.

3) CSRHub integration of RGS data (third-party coverage)

A fintech industry article reported that CSRHub integrated Richmond Global Sciences data for enhanced ESG impact analysis.

Critical evaluation:

This is third-party coverage of a partner integration rather than an independent user ROI case study. It does indicate that RGS data are being incorporated into the broader ESG data ecosystem.

04Best fit

Company sizes (indicative)

Because pricing and customer counts are not public, ICP sizing is inferred from product complexity:

Asset managers / asset owners: typically institutional-scale AUM, or smaller specialist impact funds where monetized impact supports product differentiation.
Private equity / private credit: mid-market to large firms with sustainability reporting requirements.
Corporates: mid-to-large enterprises with ESG strategy or reporting teams seeking quantified impact narratives.

Industries / verticals

Impact investing and sustainable finance.
Sectors where product-level externalities are material (healthcare access, energy transition, water-intensive sectors, consumer products).

Roles / personas

Head of ESG / Sustainability
Impact measurement lead / stewardship lead
Portfolio managers focused on thematic or impact strategies
Risk, quant, and data teams requiring datafeeds
Corporate finance teams producing impact-in-financial-terms narratives

Qualification criteria (good fit)

Requires monetized impact outputs rather than only ESG risk scores.
Has capacity and governance to validate and govern valuation assumptions.
Willing to run a pilot and compare outputs against incumbent vendors.

05The pitch

What the product does (objective value proposition)

RGS’s product portfolio (as presented on its website) includes:

Impact Analytics (ESG Impact Analytics): monetized impact assessment for public companies across Environment / Employees / Customers.
PSICS Revenue Datafeed: standardized product & services revenue mapping via an internal classification system (PSICS) to support thematic investing, index construction, benchmarking, and research.
AI Thematic Investing Solutions: AI-assisted thematic universe/portfolio construction and mapping of themes to business activities.
Fixed Income Climate Analytics: securitized products / ABS-related climate impact analytics.
UN SDG Impact Alignment and related alignment tools (for example, climate transition alignment).

Target market and positioning

RGS markets to:

Public equity investors (impact intelligence platform)
Private equity investors (portfolio company data collection, reporting, impact assessment)
Fixed income investors (particularly those focused on climate impacts for securitized products)
Corporates (valuing impacts of operations/products in financial terms)
Universities (research access to datasets)

Positioning: the vendor presents the product as an outcome-focused approach to sustainability and impact accounting at the product level, framed as an alternative to ESG score-centric workflows.

Get a comprehensive analysis of RG Sciences (RGS) including market position, competitive landscape, adoption trends, and peer benchmarks.

Download full report →