Aerial view of drought-affected agricultural land
Resilient Aid Parametric Insurance Deployment

Capital before the crisis.

RApid structures climate risk as an investable asset class, so capital reaches drought-exposed communities before the crisis, rather than after it.

Two of the world's most conservative financial institutions, the Bank of England and the Bank for International Settlements, have both named the same unsolved problem: climate risk still has no forward price. The next section sets out what that means, and what changes when it does.
Global Risk Context

Two global risk reports, one structural conclusion.

Both the WEF and UN reports reach the same fundamental conclusion: the risks most likely to devastate the world's most vulnerable populations are the ones for which multilateral institutions are least prepared, least funded and, as geopolitical fragmentation accelerates, least able to respond in time. The WEF explicitly identifies financial instruments including insurance and catastrophe bonds as a leading mechanism for driving action on environmental and climate risks. Both reports converge on the same conclusion: the instruments needed to price and finance this category of risk in advance are not yet built at the scale required.

WEF Global Risks Report 2026
The Age of Competition

The 21st edition of the WEF report, drawing on over 1,300 experts, finds the world on a precipice. 57% of leaders anticipate a turbulent or stormy outlook over the next decade. Multilateralism is in retreat.

The report's most consequential finding for vulnerable populations: as geoeconomic confrontation and state-based conflict dominate the short-term risk landscape, funding cuts at international institutions are leading to a retrenchment of development and aid activities, precisely as climate-driven shocks are intensifying.

  • Extreme weather events: #1 risk over the next decade
  • Involuntary migration or displacement: #10 over two years
  • Natural resource shortages: #6 over ten years
  • Inequality: #7 across both time horizons
  • Financial instruments (insurance, cat bonds) identified as a top response mechanism for environmental risks
UN Global Risk Report 2024
Global Vulnerabilities

The inaugural UN report, surveying 1,100+ stakeholders across 136 countries, identifies four clusters of risks that are simultaneously the most important and the least prepared for.

The environmental cluster; natural resource shortages, natural hazard risks, biodiversity decline and large-scale pollution; sits at the heart of the report's concern. The societal cluster, centred on new pandemics, biorisks and mass movement of people, is seen as equally critical and deeply underprepared.

  • Climate change inaction: #1 risk by importance
  • Natural hazard risks: top environmental cluster risk
  • Mass movement of people: key cascade risk from climate and conflict
  • Multilateral institutions most prepared on identification; least prepared on reduction and mitigation
  • Joint government and private sector action identified as the most effective response mechanism

Both reports point to the same structural gap. The following section sets it out in detail.

The Diagnosis

Climate risk has no forward price.

Almost every significant capital allocation decision in modern finance is made against a forward curve. A bank pricing a twenty-year infrastructure loan can see where interest rates, energy costs, or currency movements are expected to sit five, ten, or twenty years out. Climate risk has no equivalent. Insurance, the one sector with three decades of experience turning physical hazard into a financial number, prices roughly twelve months at a time and reprices annually. The wider financial system, the banks, pension funds, and sovereigns who need a multi-year view of climate risk to make long-duration decisions, has no comparable signal to draw on.

Bank of England, 2024
Quarterly Bulletin

The Bank's own analysis states plainly that “it is challenging to translate qualitative proxy metrics into decision useful information that can be incorporated into risk management frameworks.”

BIS Papers No 130, 2022
Pricing of Climate Risks in Financial Markets

Reviewing academic literature, the Bank for International Settlements found that market pricing of climate risk “is hampered by a lack of historical data, consistent methodologies, standardised metrics, and comparable disclosures.”

The scale of the resulting gap is stark. UNEP's 2025 Adaptation Gap Report puts developing countries' adaptation finance need at $310 to $365 billion a year by 2035, against international public flows of just $26 billion in 2023, twelve to fourteen times short. Private capital could close a meaningful part of that gap: UNEP assesses realistic private-sector potential at around $50 billion a year, a tenfold increase on the roughly $5 billion currently flowing, achievable specifically through blended finance and targeted policy support. That is not a call for more capital in the abstract. It is a description of a missing capital structure.

Nowhere is that absence more consequential than in sovereign drought risk across the Sahel. Pooled parametric drought cover already exists in the region in an early form, typically as annually renewed pools funded largely by grants and concessional premium, without a continuous payout curve or a capital structure designed to bring commercial and institutional capital in behind concessional risk. What is still missing is an instrument that prices that risk on a multi-year forward basis, scales payout smoothly rather than at a single threshold, and is built from the outset to attract capital beyond the concessional pool itself.

This is the gap RApid is built to close, initially for one specific, underserved risk: pooled sovereign drought exposure across the Sahel.

The Problem

The humanitarian system is structurally late.

Sahel community during lean season

Across the Sahel and Horn of Africa, drought does not arrive as a surprise. It arrives as a probability: one that is physically measurable, satellite-verified and actuarially priceable months before households begin selling assets, withdrawing children from school and moving.

The traditional humanitarian system was not built for probability, rather it was built for aftermath. Drought develops, food security deteriorates, appeals are published, donors respond albeit partially, slowly, and in declining proportion. By the time funds reach country offices, the lean season has already peaked.

"The humanitarian response to the 2016 to 2023 Horn of Africa drought sequence cost $1.6 billion more than necessary and left households facing $2.6 billion in avoidable income and asset losses, because it was designed to respond to a crisis that had already happened."

OCHA Evidence Synthesis, 2025

The WEF 2026 report documents what is making this worse: funding cuts at international institutions are causing a retrenchment of development and aid activities, precisely as climate-driven shocks intensify. Somalia's 2026 Humanitarian Response Plan is running well short of its funding target, and by the organisation's own account the shortfall is on track to be worse than the year before. This is not a temporary financing gap; it is a structural collapse of the traditional model.

This is not a story of isolated failures. It is what happens when a financial system has no way to price a risk in advance, exactly the gap the previous section sets out.

WEF 2026; 10-Year Risk Ranking
01Extreme weather eventsDirect
02Biodiversity loss & ecosystem collapsePartial
03Critical change to Earth systemsPartial
06Natural resource shortagesDirect
07InequalityDirect
10Involuntary migration or displacementDirect
13Lack of economic opportunityIndirect
22Infectious diseasesIndirect
Source: WEF Global Risks Report 2026. "Direct" indicates RApid's parametric structure addresses the risk mechanism. "Partial" indicates climate resilience finance reduces downstream severity.
Timeline of Failure

How the current system fails every season.

The following sequence repeats across the Sahel and Horn of Africa every one to five years. It is not a failure of individual organisations; it is a structural feature of a system designed to respond to confirmed loss, not anticipated probability.

April to October
Growing season
Rainfall deficit begins to accumulate. Satellite rainfall and food price data are available, the probability of crisis is rising, and it is measurable.
November to January
Indicators deteriorate
WFP and FEWS NET report worsening IPC classifications as households begin drawing down savings and livestock, and children are pulled from school.
February to May
The lean season peaks
The optimal early action window passes. UN appeals are published, donor pledges arrive partially and slowly, emergency procurement is expensive and supply chains are disrupted.
August onwards
Aid arrives; too late
Funds reach country offices, but the damage is done. Asset losses are permanent, and recovery costs multiples of what prevention would have cost. The cycle resets.
$4.2bn

Excess humanitarian spend plus avoidable household losses from the 2016 to 2023 Horn of Africa drought sequence, caused by structural latency in the traditional response system.

OCHA Evidence Synthesis, 2025
$7 : $1

Return on anticipatory finance. Every dollar of pre-positioned capital deployed before the lean season generates up to seven dollars in avoided losses across income, assets and response costs.

OCHA Evidence Synthesis, 2025 · Measured across 44 countries
The Approach

The shape of a working instrument.

RApid is a purpose-built instrument for pooled sovereign drought risk across six Sahel countries: Burkina Faso, Mali, Mauritania, Senegal, Chad and Niger. Burkina Faso and Niger have the most robust calibrations and are the primary countries for initial placement. Without setting out the full methodology, four design choices are worth setting out here, because each answers a specific part of the gap described above.

Climate risk heat map Africa
NASA · NDVI Vegetation Index · Satellite Physical Risk Layer
1
No cliff edge
Cover does not switch on or off at a single threshold. As drought severity increases, the payout scales continuously in proportion to it, turning a blunt, binary signal into the kind of smooth curve the wider financial system is used to pricing.
Severity-scaled payout, not pass or fail
2
A transparent, automatic trigger
Payment is driven entirely by a published, independently produced index, not loss adjustment or claims assessment, removing the delay, discretion, and dispute risk that undermines confidence in traditional indemnity cover.
Index-based, no claims process
3
A model that keeps improving
The calibration underlying the index is designed to be refined as further data becomes available, so accuracy improves over the instrument's life without renegotiating the underlying structure.
Recalibrates without restructuring
4
Capital structured so private capital sits behind the first loss
Concessional capital sits in a first loss position, absorbing the more frequent, moderate events. Commercial and institutional capital sits above it, exposed only once that layer is exhausted, the mechanism that allows private capital to enter a risk category it would not otherwise price at all.
Concessional capital absorbs the working layer first

Together, these four choices describe how RApid is built to close the gap the previous section sets out.

Mechanism

Trigger. Pay. Act.

A parametric contract pays on a defined physical threshold; not on actual loss confirmed, assessed and adjudicated. This is the critical structural difference from indemnity insurance.

For the Sahel Drought Tranche, the trigger is a composite index combining three independently published signals: a satellite rainfall anomaly (CHIRPS v2.0, Climate Hazards Center at UC Santa Barbara), a staple food price anomaly (WFP Vulnerability Analysis and Mapping unit), and a vegetation anomaly (MODIS NDVI). The index is entirely third-party verifiable, based on independently published data, and requires no expert assessment or claims process.

When the composite index data publishes in January or February, the optimal humanitarian early action window, the trigger is evaluated automatically against the published index. If the threshold is crossed, payment follows without loss adjustment, claims investigation, or negotiation. This stands in sharp contrast to indemnity insurance for a sovereign agricultural event, which can take many months to settle.

The publication lag built into the index is not a delay; it is an engineered feature. It synchronises capital release with the pre-lean season window, the moment when early procurement and delivery stretch resources furthest.

The instrument does not target households already in acute need. It targets those stressed but not yet in crisis, against the probability of being pushed into it. They are genuinely pre-loss. This distinction is the foundation of the underwriting proposition.

How the trigger scales, Sahel Drought Tranche
Below thresholdNo payout
At thresholdPayout begins
Increasing severityPayout scales continuously
Extreme severityFull payout
Continuous, severity-scaled design. No cliff edge at any point on the curve. Composite index: CHIRPS rainfall + WFP price anomaly + MODIS NDVI. Independently verifiable.
Institutional Investors

Uncorrelated returns, structural diversification, genuine impact.

RApid addresses the central challenge institutional investors face when considering emerging asset classes: how to allocate capital when data is uncertain, models may diverge and historical precedents are limited. The answer is physics-based pricing, transparent assumptions and governance documentation built for investment committee scrutiny from day one.

Targeting an attractive, uncorrelated return relative to global equities and the broader ILS market, structurally driven by monsoon physics rather than credit cycles or equity valuations. Full return, volatility and correlation figures are available.
Investor Requirement RApid Response
Stable, defensible allocationsCapital is allocated using a disciplined framework that avoids all-or-nothing bets on any single country, and is deliberately restrained from over-fitting to a limited history of past seasons.
Transparent assumptionsBasis risk, impact cost, and every strategic assumption behind the allocation are standard disclosures, not footnotes.
Governance-ready documentationModel change logs, validation reports, annual recalibration summaries and independent biennial audits produced as standard.
Familiar analytical languageReturn, risk, and diversification are presented using the same measures investment committees already use to evaluate any other asset class, not bespoke climate metrics.
Low correlation to existing portfoliosCross-peril and cross-geography diversification produces uncorrelated return streams validated through joint simulation, structurally distinct from global equities.
Regulatory capital efficiencyParametric instruments qualify for favourable treatment under Solvency II Article 211 and equivalent frameworks for reinsurance counterparties.

The portfolio diversification case.

A structurally low correlation to global equities is not a marketing claim; it is a consequence of the trigger mechanism. Sahel drought severity is governed by West African Westerly Jet dynamics and ENSO phase. These are meteorological phenomena with no meaningful relationship to credit spreads, equity valuations or monetary policy cycles.

This makes the Sahel Drought Tranche a genuine portfolio diversifier, not a superficially exotic instrument with hidden market beta. As the WEF 2026 report documents an environment of rising geoeconomic confrontation, economic downturn risk and asset bubble concerns, the case for genuinely uncorrelated return streams has rarely been stronger.

The impact is quantifiable and separately reported: a modest, disclosed cost to return is accepted to preserve minimum coverage across all six sovereigns. Investors see the commercial return and the development cost of mandate as distinct line items, because they are.

All return figures are shown as a range, not a single point estimate, meaning investors are not asked to trust one number in isolation. The range is visible, the uncertainty behind it is quantified, and the capital buffer is sized against it. As more seasons of data accumulate the range narrows, and the instrument appreciates accordingly.

Development Finance · MDBs · NGOs

Built on existing infrastructure, measurable impact, reduced donor dependency.

For development finance institutions, multilateral development banks and humanitarian NGOs, RApid addresses three simultaneous pressures that the WEF and UN reports identify as converging: shrinking donor budgets, intensifying climate-driven shocks and the structural failure of reactive humanitarian response.

WFP food distribution pre-positioning

The framework builds on the structural precedent of WFP and ARC's Sahel Climate Catastrophe Layer pilot. RApid extends the approach across six Sahel countries - Burkina Faso, Mali, Mauritania, Senegal, Chad and Niger - and adds a composite trigger, rigorous probabilistic pricing, and institutional-grade governance documentation that the pilot does not yet provide, enabling the deeper capital pools that scale the model from pilot to systemic.

A key advance is the integration of real-time economic stress indicators alongside physical hazard data. Where most parametric frameworks model physical risk in isolation, RApid produces compound vulnerability scores that capture both the hazard itself and the economic fragility that determines whether a population can absorb it. This shifts the analytical question from will the trigger fire to where is catastrophic risk accumulating before it fires, which is precisely the question that makes a proactive instrument defensible to a DFI risk committee.

Impact is reported annually across three dimensions: coverage breadth (beneficiaries and sovereign programmes covered); payout speed (time from trigger to disbursement); and financial displacement (traditional aid funding replaced by parametric payouts, reducing donor dependency). These metrics align with IFC impact reporting standards and OECD Development Assistance Committee definitions.

Coverage Breadth

Year 1 target across Burkina Faso and Niger (primary calibrations), expanding to Mali, Mauritania, Senegal and Chad as country calibrations are completed.

Payout Speed

Automatic disbursement once the published index confirms the trigger has been crossed, without loss adjustment or claims investigation.

Cost Efficiency

Early action reduces the unit cost of food procurement and delivery relative to emergency response after the event.

Impact Accounting

Financial return and development cost of mandate are reported as separate, disclosed line items, never blended together.

WFP & ARC Alignment

Built on the existing pilot's structural precedent. WFP country offices are the beneficiary channel; an ARC replica structure provides the legal and operational framework.

OCHA Anticipatory Action

Synchronised with the early action window documented in OCHA’s 2025 evidence synthesis. Capital arrives at the moment it generates maximum leverage.

IFC Impact Standards

Annual impact reporting aligned with IFC standards, OECD-DAC definitions, and Sendai Framework Global Targets A to D. Financial return and development impact are reported separately and cleanly, in a format compatible with national Sendai Monitor submissions.

Solvency II / Basel

Parametric instruments qualify for favourable treatment under Solvency II Article 211, relevant for DFI counterparties with insurance or reinsurance exposure.

The Philosophy That Funds

Other instruments ask you to trust a model. RApid asks you to trust a process.

Storm system lightning landscape
Physical risk, priced through rigorous simulation
The Honest Position

All models are wrong. The Sahel of 1981 is not the Sahel of 2026. Historical satellite and price data are a record of a climate and economic system that no longer exists in exactly the form it did then. The tails of the historical distribution may not be the tails of the future distribution. No model resolves this fully.

What RApid offers is not a claim to have solved model uncertainty. It is a structure explicitly designed to survive it: capital buffers sized against a range of possible outcomes, a margin for uncertainty that shrinks as data accumulates, and governance protocols that mandate disclosure of every model change.

Why It Is Fundable

The reason RApid can offer an attractive return with such a low equity correlation is precisely because model uncertainty is real and most capital providers are not willing to hold it. The uncertainty premium is the return.

A model that claimed perfect calibration would be pricing away the excess yield. RApid prices uncertainty explicitly, and structures it so that investors are compensated for holding it, premium payers benefit as it compresses, and the capital survives being wrong.

The model will be wrong; we know it, we have designed for it, and the capital structure survives it. Investment is in a system that gets less wrong over time, sharing the benefit of that improvement with every party at the table.

Quantified uncertainty, honestly capitalised, is not a limitation, it is the architecture.

For Investors

Returns are shown as a range, not a single point estimate. The uncertainty margin charged early on falls as the model learns. You watch the model improve. The instrument appreciates as it does.

For Premium Payers

Experience-rating with rebates if actual losses run below modelled expectations over a multi-year period. Aligns sovereign governments' incentive with data quality and model improvement. The gap between model and reality becomes a shared engineering problem.

For the Capital Structure

Buffer sized against a range of outcomes, not a single point estimate. The model can be as wrong as it needs to be, within bounds. Outside those bounds, the governance protocol mandates investor notification and model revision before the next season.

Governance & Integrity

Built for scrutiny from day one.

The most frequent failure point for institutional confidence in parametric instruments is not the trigger design or the pricing; it is the governance infrastructure. RApid treats governance as an architectural requirement, not an administrative afterthought.

Sendai Framework Alignment

RApid’s impact disclosure is designed to align with internationally recognised frameworks, including the Sendai Framework for Disaster Risk Reduction, so activations can feed directly into existing reporting channels rather than creating a parallel one.

Open Trigger Data

The Trigger Is Public

The physical trigger runs on a published, independently produced index, verifiable by any third party at any time.

Independent Verification

Not Self-Certified

Model changes and calibration are logged and reviewed by a third party independent of the programme administrator, not self-certified.

Standing Disclosure

Nothing in Footnotes

Basis risk and impact cost are disclosed as a matter of course, not produced only on request.

Ring-Fenced Capital

Capped Exposure

Investor exposure is capped at committed capital, consistent with standard ILS convention.

The Capital Flywheel

Self-reinforcing dynamics, each stage strengthens the next.

1
Superior pricing transparency
Probabilistic hazard modelling yields clearer return profiles, enabling more confident portfolio allocations from pension funds and sovereign wealth funds.
2
Deeper capital pools
Larger pools reduce aggregate risk margins through diversification, decreasing the cost of parametric protection for sovereign beneficiaries.
3
Broader coverage
Lower cost enables broader geographic participation and coverage; more countries, more perils, more people protected pre-crisis.
4
Compounding efficiency
As the portfolio scales, the marginal cost of adding a new sovereign programme falls while diversification benefits increase. Capital efficiency becomes compounding rather than linear.
Engage with RApid

The structure is in place. The next step is engagement.

For Institutional Investors

Access uncorrelated returns while doing measurable good.

RApid offers institutional investors a fully documented pathway into climate resilience as an investable asset class.

  • Full architectural framework and worked numerical example available on request
  • Investment committee documentation package prepared to institutional standards
  • Basis risk scorecard, model governance summary and recalibration protocol included
  • Minimum allocation structures available via ILS collateral convention
Request Framework Documents
For DFIs · MDBs · NGOs · Sovereigns

Extends infrastructure already in place.

Whether you are a development finance institution seeking to reduce donor dependency, a multilateral development bank exploring innovative climate finance mechanisms, or a WFP country office seeking to expand parametric coverage; RApid is built on your existing infrastructure.

  • Built on the WFP / ARC / Gallagher Re structural precedent
  • Compatible with OCHA anticipatory action frameworks across 44+ countries
  • Impact reporting aligned with IFC standards and OECD-DAC definitions
  • Expansion to further drought-exposed geographies in development
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