Demo data

November 2026 outlook (month-end)

GBP/USD forecast for 30 Nov 2026

Fresh

Reference rate
1.3152 US dollars per pound · ECB daily reference rate · frozenUSD per pound · frozen
Dates and timesHide dates and times
Rate observed
Friday, 30 Oct 2026 · ECB fixing, about 16:00 CET
Forecast published
31 Oct 2026, 06:12 UTC · rate 15 h old
Target
30 Nov 2026 · settles on the ECB rate for Monday, 30 Nov

Reference rate from 30 Oct. The ECB publishes no reference rates at weekends or on TARGET holidays. The outcome uses the ECB fixing of Monday, 30 Nov 2026.

Settles on Monday, 30 Nov 2026

Research estimate AI average · uncalibrated

AI average · uncalibrated Two research runs, by OpenAI and Claude. Each one searches news, central-bank and market data, cites what it used, then estimates. Weighted equally. ECB reference rate for 30 Nov 2026.

±1% from 1.3152 ±5% from 1.3152 ±10% from 1.3152 ±50% from 1.3152

Down 1% or more

32%

1.3020 or lower

Between −1% and +1%

27%

1.3020 to 1.3283

Up 1% or more

41%

1.3283 or higher

Down 1% or more

1.3020 or lower

32%

Between −1% and +1%

1.3020 to 1.3283

27%

Up 1% or more

1.3283 or higher

41%

The most likely of the three outcomes is up 1% or more, at 41%. Down 32% · Within 27% · Up 41% at ±1%.

Down 5% or more

4%

1.2494 or lower

Between −5% and +5%

89%

1.2494 to 1.3810

Up 5% or more

7%

1.3810 or higher

Down 5% or more

1.2494 or lower

4%

Between −5% and +5%

1.2494 to 1.3810

89%

Up 5% or more

1.3810 or higher

7%

The most likely of the three outcomes is between −5% and +5%, at 89%. Down 4% · Within 89% · Up 7% at ±5%.

Down 10% or more

0.1%

1.1837 or lower

Between −10% and +10%

99.4%

1.1837 to 1.4467

Up 10% or more

0.5%

1.4467 or higher

Down 10% or more

1.1837 or lower

0.1%

Between −10% and +10%

1.1837 to 1.4467

99.4%

Up 10% or more

1.4467 or higher

0.5%

The most likely of the three outcomes is between −10% and +10%, at 99.4%. Down 0.1% · Within 99.4% · Up 0.5% at ±10%.

Down 50% or more

<0.1%

0.6576 or lower

Between −50% and +50%

100.0%

0.6576 to 1.9728

Up 50% or more

0.0%

1.9728 or higher

Down 50% or more

0.6576 or lower

<0.1%

Between −50% and +50%

0.6576 to 1.9728

100.0%

Up 50% or more

1.9728 or higher

0.0%

The most likely of the three outcomes is between −50% and +50%, at 100.0%. Down <0.1% · Within 100.0% · Up 0.0% at ±50%.

How boundaries are counted

Down includes its boundary: a rate of exactly 1.3020 counts as Down.

Up includes its boundary: a rate of exactly 1.3283 counts as Up.

Within is strictly between 1.3020 and 1.3283. The three outcomes cannot overlap and always sum to 100%.

Down includes its boundary: a rate of exactly 1.2494 counts as Down.

Up includes its boundary: a rate of exactly 1.3810 counts as Up.

Within is strictly between 1.2494 and 1.3810. The three outcomes cannot overlap and always sum to 100%.

Down includes its boundary: a rate of exactly 1.1837 counts as Down.

Up includes its boundary: a rate of exactly 1.4467 counts as Up.

Within is strictly between 1.1837 and 1.4467. The three outcomes cannot overlap and always sum to 100%.

Down includes its boundary: a rate of exactly 0.6576 counts as Down.

Up includes its boundary: a rate of exactly 1.9728 counts as Up.

Within is strictly between 0.6576 and 1.9728. The three outcomes cannot overlap and always sum to 100%.

The rate on the target date, not whether a level is touched before it. Probability estimates, not guarantees. Methodology and limitations.

GBP/USD · 30 Nov · ±1% Down 32%, within 27%, up 41%
GBP/USD · 30 Nov · ±5% Down 4%, within 89%, up 7%
GBP/USD · 30 Nov · ±10% Down 0.1%, within 99.4%, up 0.5%
GBP/USD · 30 Nov · ±50% Down <0.1%, within 100.0%, up 0.0%

Rate so far and forecast range

GBP/USD since 31 Jul, then where the research estimate puts the rate on 30 Nov 2026.

Middle estimate
1.3200
Even odds above or below
50% chance between
1.2945 – 1.3479
25th to 75th percentile
80% chance between
1.2642 – 1.3749
10th to 90th percentile
1.401.351.301.25 31 Jul31 Aug30 Sep31 Oct30 Nov RATE HISTORYFORECAST RANGETARGET +1% · 1.3283 −1% · 1.3020 +5% · 1.3810 −5% · 1.2494 +10% · 1.4467 ↑ −10% · 1.1837 ↓ +50% · 1.9728 ↑ −50% · 0.6576 ↓ 90th · 1.3749 75th · 1.3479 Median · 1.3200 25th · 1.2945 10th · 1.2642 1.3152 1.401.351.301.25 31 Jul31 Aug30 Sep31 Oct30 Nov +1% · 1.3283 −1% · 1.3020 +5% · 1.3810 −5% · 1.2494 +10% · 1.4467 ↑ −10% · 1.1837 ↓ +50% · 1.9728 ↑ −50% · 0.6576 ↓ 1.3152
The forecast is only for 30 Nov 2026, 23:59 UTC; the shading between 30 Oct and 30 Nov is interpolated for readability, not a forecast of the path. Percentiles come from the AI average, spread evenly within each threshold band. The models put 73% of the probability outside ±1%.
Chart data as a table
Forecast percentiles for 30 Nov 2026, 23:59 UTC (AI average)
PercentileRate
10th1.2642
25th1.2945
Median (50th)1.3200
75th1.3479
90th1.3749
GBP/USD rate history, month-ends and the reference date
DateRate
31 Jul 20261.2904
31 Aug 20261.2825
30 Sep 20261.3047
30 Oct 20261.3152

All movement thresholds

AI average for the ECB reference rate for Monday, 30 Nov 2026, from the 1.3152 reference. Rates are US dollars per pound. All four thresholds are on this page; choosing one updates the panels above.

AI average probabilities for each movement threshold
ThresholdMove Down Within Up Selection
±1% 32% Down 1% or more: 1.3020 or lower 27% Between −1% and +1%: 1.3020 to 1.3283 41% Up 1% or more: 1.3283 or higher Selected Show ±1%
±5% 4% Down 5% or more: 1.2494 or lower 89% Between −5% and +5%: 1.2494 to 1.3810 7% Up 5% or more: 1.3810 or higher Selected Show ±5%
±10% 0.1% Down 10% or more: 1.1837 or lower 99.4% Between −10% and +10%: 1.1837 to 1.4467 0.5% Up 10% or more: 1.4467 or higher Selected Show ±10%
±50% <0.1% Down 50% or more: 0.6576 or lower 100.0% Between −50% and +50%: 0.6576 to 1.9728 0.0% Up 50% or more: 1.9728 or higher Selected Show ±50%

Within ranges exclude both boundaries. Wider thresholds always have a larger Within share: the estimates nest consistently. A 50% move in a major currency pair is extremely unlikely; the estimate is shown rather than hidden so all four thresholds stay comparable. Values shown as “<0.1%” or “>99.9%” are bounds; the underlying values sum to 100%.

Compare sources

Selected threshold ±1%. Every source uses the same event and the same 1.3152 reference, and is listed in Down / Within / Up order. OpenAI and Claude differ by up to 6 percentage points at ±1%.

Selected threshold ±5%. Every source uses the same event and the same 1.3152 reference, and is listed in Down / Within / Up order. OpenAI and Claude differ by up to 3 percentage points at ±5%.

Selected threshold ±10%. Every source uses the same event and the same 1.3152 reference, and is listed in Down / Within / Up order. OpenAI and Claude differ by up to 1 percentage point at ±10%.

Selected threshold ±50%. Every source uses the same event and the same 1.3152 reference, and is listed in Down / Within / Up order. OpenAI and Claude give the same estimates at ±50%.

Down, within and up probabilities by source at the selected threshold
Source Down Within Up Updated Coverage Details
AI average Average · uncalibrated 32%27%41% 31 Oct 2026, 06:12 UTC Fresh2 of 2 models Details: AI average — method
OpenAI Research run 30%26%44% 31 Oct 2026, 06:09 UTC Fresh4 cited sources Details: OpenAI — run details
Claude Research run 33%29%38% 31 Oct 2026, 06:10 UTC Fresh4 cited sources Details: Claude — run details
Statistical reference Synthetic fixture 33%33%34% 30 Oct 2026 fixing FreshECB rate history Details: Statistical reference — method
AI average Average · uncalibrated 4%89%7% 31 Oct 2026, 06:12 UTC Fresh2 of 2 models Details: AI average — method
OpenAI Research run 4%88%8% 31 Oct 2026, 06:09 UTC Fresh4 cited sources Details: OpenAI — run details
Claude Research run 4%91%5% 31 Oct 2026, 06:10 UTC Fresh4 cited sources Details: Claude — run details
Statistical reference Synthetic fixture 1%97%2% 30 Oct 2026 fixing FreshECB rate history Details: Statistical reference — method
AI average Average · uncalibrated 0.1%99.4%0.5% 31 Oct 2026, 06:12 UTC Fresh2 of 2 models Details: AI average — method
OpenAI Research run 0.2%99.2%0.6% 31 Oct 2026, 06:09 UTC Fresh4 cited sources Details: OpenAI — run details
Claude Research run 0.1%99.6%0.3% 31 Oct 2026, 06:10 UTC Fresh4 cited sources Details: Claude — run details
Statistical reference Synthetic fixture <0.1%>99.9%<0.1% 30 Oct 2026 fixing FreshECB rate history Details: Statistical reference — method
AI average Average · uncalibrated <0.1%100.0%0.0% 31 Oct 2026, 06:12 UTC Fresh2 of 2 models Details: AI average — method
OpenAI Research run <0.1%>99.9%<0.1% 31 Oct 2026, 06:09 UTC Fresh4 cited sources Details: OpenAI — run details
Claude Research run <0.1%100.0%0.0% 31 Oct 2026, 06:10 UTC Fresh4 cited sources Details: Claude — run details
Statistical reference Synthetic fixture <0.1%100.0%0.0% 30 Oct 2026 fixing FreshECB rate history Details: Statistical reference — method
Prediction markets No matching market No contract on GBP/USD settles near November 2026, and no related contract was found. Checked 31 Oct 2026, 06:05 UTC.
Source details
AI average — method

Simple mean of the OpenAI and Claude probabilities for each outcome, rounded so the three sum to 100. Uncalibrated: it has not been adjusted using settled outcomes.

Both models receive the same evidence pack and reference price, so their estimates are not statistically independent. Averaging two runs does not double the information.

OpenAI — run details

Model: [OpenAI model ID from run metadata] · Run: 31 Oct 2026, 06:09 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Claude — run details

Model: [Anthropic model ID from run metadata] · Run: 31 Oct 2026, 06:10 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Statistical reference — method

Synthetic fixture: lognormal rate at the target with zero median change and 2.3% volatility over the horizon (about 8% a year).

A simple baseline from price history. It is not a market-implied (risk-neutral) estimate, and no claim is made that it is more or less accurate than the models.

AI average

Average · uncalibrated
Fresh
Down
32%
Within
27%
Up
41%

Updated 31 Oct 2026, 06:12 UTC · 2 of 2 models

Details: AI average — method

Simple mean of the OpenAI and Claude probabilities for each outcome, rounded so the three sum to 100. Uncalibrated: it has not been adjusted using settled outcomes.

Both models receive the same evidence pack and reference price, so their estimates are not statistically independent. Averaging two runs does not double the information.

OpenAI

Research run
Fresh
Down
30%
Within
26%
Up
44%

Updated 31 Oct 2026, 06:09 UTC · 4 cited sources

Details: OpenAI — run details

Model: [OpenAI model ID from run metadata] · Run: 31 Oct 2026, 06:09 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Claude

Research run
Fresh
Down
33%
Within
29%
Up
38%

Updated 31 Oct 2026, 06:10 UTC · 4 cited sources

Details: Claude — run details

Model: [Anthropic model ID from run metadata] · Run: 31 Oct 2026, 06:10 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Statistical reference

Synthetic fixture
Fresh
Down
33%
Within
33%
Up
34%

Updated 30 Oct 2026 fixing · ECB rate history

Details: Statistical reference — method

Synthetic fixture: lognormal rate at the target with zero median change and 2.3% volatility over the horizon (about 8% a year).

A simple baseline from price history. It is not a market-implied (risk-neutral) estimate, and no claim is made that it is more or less accurate than the models.

Prediction markets

No matching market

No contract on GBP/USD settles near November 2026, and no related contract was found.

AI average

Average · uncalibrated
Fresh
Down
4%
Within
89%
Up
7%

Updated 31 Oct 2026, 06:12 UTC · 2 of 2 models

Details: AI average — method

Simple mean of the OpenAI and Claude probabilities for each outcome, rounded so the three sum to 100. Uncalibrated: it has not been adjusted using settled outcomes.

Both models receive the same evidence pack and reference price, so their estimates are not statistically independent. Averaging two runs does not double the information.

OpenAI

Research run
Fresh
Down
4%
Within
88%
Up
8%

Updated 31 Oct 2026, 06:09 UTC · 4 cited sources

Details: OpenAI — run details

Model: [OpenAI model ID from run metadata] · Run: 31 Oct 2026, 06:09 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Claude

Research run
Fresh
Down
4%
Within
91%
Up
5%

Updated 31 Oct 2026, 06:10 UTC · 4 cited sources

Details: Claude — run details

Model: [Anthropic model ID from run metadata] · Run: 31 Oct 2026, 06:10 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Statistical reference

Synthetic fixture
Fresh
Down
1%
Within
97%
Up
2%

Updated 30 Oct 2026 fixing · ECB rate history

Details: Statistical reference — method

Synthetic fixture: lognormal rate at the target with zero median change and 2.3% volatility over the horizon (about 8% a year).

A simple baseline from price history. It is not a market-implied (risk-neutral) estimate, and no claim is made that it is more or less accurate than the models.

Prediction markets

No matching market

No contract on GBP/USD settles near November 2026, and no related contract was found.

AI average

Average · uncalibrated
Fresh
Down
0.1%
Within
99.4%
Up
0.5%

Updated 31 Oct 2026, 06:12 UTC · 2 of 2 models

Details: AI average — method

Simple mean of the OpenAI and Claude probabilities for each outcome, rounded so the three sum to 100. Uncalibrated: it has not been adjusted using settled outcomes.

Both models receive the same evidence pack and reference price, so their estimates are not statistically independent. Averaging two runs does not double the information.

OpenAI

Research run
Fresh
Down
0.2%
Within
99.2%
Up
0.6%

Updated 31 Oct 2026, 06:09 UTC · 4 cited sources

Details: OpenAI — run details

Model: [OpenAI model ID from run metadata] · Run: 31 Oct 2026, 06:09 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Claude

Research run
Fresh
Down
0.1%
Within
99.6%
Up
0.3%

Updated 31 Oct 2026, 06:10 UTC · 4 cited sources

Details: Claude — run details

Model: [Anthropic model ID from run metadata] · Run: 31 Oct 2026, 06:10 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Statistical reference

Synthetic fixture
Fresh
Down
<0.1%
Within
>99.9%
Up
<0.1%

Updated 30 Oct 2026 fixing · ECB rate history

Details: Statistical reference — method

Synthetic fixture: lognormal rate at the target with zero median change and 2.3% volatility over the horizon (about 8% a year).

A simple baseline from price history. It is not a market-implied (risk-neutral) estimate, and no claim is made that it is more or less accurate than the models.

Prediction markets

No matching market

No contract on GBP/USD settles near November 2026, and no related contract was found.

AI average

Average · uncalibrated
Fresh
Down
<0.1%
Within
100.0%
Up
0.0%

Updated 31 Oct 2026, 06:12 UTC · 2 of 2 models

Details: AI average — method

Simple mean of the OpenAI and Claude probabilities for each outcome, rounded so the three sum to 100. Uncalibrated: it has not been adjusted using settled outcomes.

Both models receive the same evidence pack and reference price, so their estimates are not statistically independent. Averaging two runs does not double the information.

OpenAI

Research run
Fresh
Down
<0.1%
Within
>99.9%
Up
<0.1%

Updated 31 Oct 2026, 06:09 UTC · 4 cited sources

Details: OpenAI — run details

Model: [OpenAI model ID from run metadata] · Run: 31 Oct 2026, 06:09 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Claude

Research run
Fresh
Down
<0.1%
Within
100.0%
Up
0.0%

Updated 31 Oct 2026, 06:10 UTC · 4 cited sources

Details: Claude — run details

Model: [Anthropic model ID from run metadata] · Run: 31 Oct 2026, 06:10 UTC · Evidence pack: [pack ID]

Returns a probability distribution over 26 return bins; all four thresholds are computed from it. Checked to sum to 100 and to nest across thresholds before publishing.

Statistical reference

Synthetic fixture
Fresh
Down
<0.1%
Within
100.0%
Up
0.0%

Updated 30 Oct 2026 fixing · ECB rate history

Details: Statistical reference — method

Synthetic fixture: lognormal rate at the target with zero median change and 2.3% volatility over the horizon (about 8% a year).

A simple baseline from price history. It is not a market-implied (risk-neutral) estimate, and no claim is made that it is more or less accurate than the models.

Prediction markets

No matching market

No contract on GBP/USD settles near November 2026, and no related contract was found.

Distribution of possible moves

AI average, built from the threshold probabilities and spread evenly within each band. Heights show probability per percentage point.

Down band Within band Up band Selected threshold Reference, 0%

Histogram of the bands listed in the table beside: probability per percentage point for each band between −10% and +10%.

Hover a band for its price range and probability. Not drawn: 0.2% of outcomes below −10% (1.1837) and 0.5% above +10% (1.4467). The ±50% boundaries (0.6576 and 1.9728) are far outside this axis.

The same distribution as a table
Change Rate Prob. Per point
Below −10% Below 1.1837 0.2% —
−10% to −5% 1.1837–1.2494 4% 0.73
−5% to −1% 1.2494–1.3020 28% 6.90
−1% to +1% 1.3020–1.3283 27% 13.67
+1% to +5% 1.3283–1.3810 35% 8.65
+5% to +10% 1.3810–1.4467 6% 1.23
Above +10% Above 1.4467 0.5% —
Total 100%

Why these estimates?

Directional factors follow the quote (US dollars per pound): “higher” means GBP/USD rises. Each item says whether it is a reported fact or the model’s inference.

What could push GBP/USD higher?

  1. [Reported fact] Reported fact

    [Fact quoted from source 2 with its own date, for example a published inflation figure.] 2

  2. Risk sentiment Model inference

    A broad shift in global risk appetite could favour the pound against the US dollar before the target date. 3

What could push it lower?

  1. Rate differential Model inference

    If the Federal Reserve keeps rates higher for longer than the Bank of England, the US dollar tends to gain against the pound. 1

  2. [Reported fact] Reported fact

    [Fact quoted from source 4 with its own date.] 4

Events before the target date

Scheduled dates come from official calendars. Scenarios are hypothetical and have no date.

Confirmed dates

  1. 30 Nov 2026

    Target observation

    ECB reference rate for Monday, 30 Nov settles this forecast.

    Forecast target
  2. 9 Dec 2026

    US Federal Reserve policy decision

    After the target date, so it cannot affect this outcome. Federal Reserve calendar

    After target

Hypothetical scenarios

  • A sudden global risk-off move that shifts demand toward safe-haven currencies.

    Scenario · no date

Prediction-market context

No matching market Related market: none Checked 31 Oct 2026, 06:05 UTC

No contract on GBP/USD settles near November 2026, and no related contract was found. Market evidence is left out rather than shown as 0%.

Options-implied (risk-neutral) estimates are a different kind of evidence and are not shown in this version. How sources are matched

What this forecast may miss

  • Moves between fixings. The ECB rate is one daily observation; market rates at other times can differ.
  • Weekend news. Anything after 31 Oct 2026, 06:12 UTC enters only with a new version.
  • Calibration. Very few GBP/USD forecasts have settled; the AI average is uncalibrated.

Forecast versions

Each version keeps its own reference rate and source timestamps. Earlier versions are stored, never overwritten. Shown at ±1%; every version holds all four thresholds.

Stored versions of this forecast
Published Reference rate Down / Within / Up at ±1% Version
31 Oct 2026, 06:12 UTC 1.3152 · 30 Oct fixing 32% / 27% / 41% Current version · viewing