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SENA VS LLMS

A consultant for each decision

ChatGPT, Claude, Copilot and Gemini cover everyday work. Sena tests each decision against company and market data on request, so teams commit to tested plans.

  • 190+ countries
  • 5M+ consumer network
  • 250+ integrations
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YouHow do 3 markets compare for the new card?
Sena · would applyConfidence
Berlin34%High
Dubai27%Medium
Tokyo19%Low · thin
Sources · your plan · CRM · captures in 2 markets

Figures in this exchange are illustrative.

THE COST OF AN EASY ANSWER

Easy answers weaken decisions

LLMs such as ChatGPT reason on the text they receive. Much of what happens in a market stays unwritten. An LLM still answers questions about it from written text alone.

Two answers, same tone
Chat answerLaunch in Berlin. Demand is strong.
Tested answerLaunch in Berlin. Demand is strong.
0 sources 3 sources ✓
Budget committed $2M Risk · no evidence
Plan PDF · CRM · captures
[01]

The answer sounds settled

A fluent answer and a tested answer look alike in a chat window. A team can commit budget to the fluent one.

Your plan Launch in Q1
TeamOur plan works, right?
LLMYes, a strong plan. Launch in Q1.
Your plan, back to you
Market data checked 0
[02]

Answers lean toward the asker

LLMs can lean toward the asker when chat is the only evidence, a trait called AI sycophancy. A team then hears its own plan back as validation.

A FAIR SPLIT

Where each one fits

LLM
Draft the email✓
Summarize the call✓
Analyze the sheet✓
Everyday work · 3 of 3 done
LLMs

LLMs cover the workday

ChatGPT, Claude, Copilot and Gemini handle drafting and analysis. Each one connects to apps a team already uses.

Plan assumes · 2024 report 40% would apply · Dubai
13 pts below the plan
Customers now · 15 Oct 27% would apply · Dubai
Captured on request · 190+ countries
Sena

Sena covers the decision

Sena checks a plan with market figures captured on request in 190+ countries. The team weighs the call against what customers do now.

WHAT SENA DOES

How a consultant answers

A best friend agrees with the plan, and a business consultant tests it first. Sena takes the consultant's role.

Business context KPI · margin ≥ 18%
Plan A22% Plan B12% 18%
Plan A fits the goal ✓
01 · Context

Context comes first

Each user sets objectives and KPIs in a Business Context profile. Sena then weighs each plan against those goals.

Request capture · TokyoRequested · Tokyo ✓
Capture · 16 Oct
Tokyo · now 24% would apply up from a thin 19%
212 captures · 5M+ network
02 · On request

Fresh market figures

Some decisions turn on what customers do this month. The user asks, and Sena orchestrates a capture through Rwazi's 5M+ consumer network. The team decides on current figures.

Berlin · would apply 34% Confidence · High
Your plan PDF✓ CRM✓ 640 captures✓
Tokyo · 19% Evidence thin
03 · Shown

The work shows

Sena puts a confidence level and its sources on every answer. Sena says plainly when the evidence runs thin. The user knows how much weight each answer can carry.

AskCan we launch in Berlin?
PushbackShould we drop Berlin?
Score /100 · Berlin 72 Run 1 · 72Run 2 · 72
Same data, same score
04 · Steady

The answer holds

Sena scores its signals with math, so the same data returns the same scores. Sena answers from those scores, whatever view the asker holds. The team commits to each call with steady numbers behind it.

Figures in this exchange are illustrative.

FROM THE PRODUCT

Where a credit card launches

A strategy lead asks Sena how markets compare for a new credit card. Sena weighs the lead's uploaded plan against market data captured on request. The lead requests a capture where evidence runs thin, then picks the entry market.

PDFcard_launch_plan.pdfUploaded ✓
Business context Grow card share · margin ≥ 18%
Strategy leadHow do Berlin, Dubai and Tokyo compare?
Sena · plan weighed against market data
MarketWould applyConfidence Berlin34%HighDubai27%Medium Tokyo 19%→ 24% Low · thinMedium
Tokyo · evidence thinTokyo · 212 captures Request captureRequested ✓
Entry market · Berlin · picked by the lead

Figures in this exchange are illustrative.

USE CASES

Questions the market answers

Each case below turns on figures captured on request.

Brand funnel · captured in Oct
Aware64%Consider48%Tried−9 pts since Sep14%Bought10%
Act on: Tried
Brand

Awareness at every tier

Sena measures brand awareness at each tier on request and shows which tier moved. The team acts on the tier that holds the funnel back.

Stop 3 · capture
Minutes lost per stop Stop 3 · No parking+14 minStop 1 · Gate locked+9 minStop 2 · Short walk+2 min
Fix first: Stop 3
Delivery

Costly delivery points

Sena orchestrates a capture of parking and access at each costly delivery point on request. The team joins that capture to its own scan data and fixes the worst points first.

Dining counter · 12:40
Arrival4 minCampus tourGoodDining line22 min
Enrollment yield +3 pts after fixing the dining line
Education

Campus visits and yield

Sena orchestrates a capture of a first campus visit on request, from arrival to the dining line. The team weighs each campus investment against the enrollment yield it moves.

QUALITY

Status of each layer

Sena labels every layer by its status.

  1. Live today

    Signals

    Sena turns company and market data into scored signals.

  2. Live today

    Simulations

    Sena tries a move in simulation, and the likely outcome returns with a confidence range.

  3. Next up

    Decisions

    The strongest option will come back on each decision question.

  4. Early Access only

    Orchestration

    Sena will move on a signal, with people reviewing each step.

  5. People decide

    The team makes each call on the evidence Sena brings.

WHAT COMES NEXT

Where Sena goes deeper

GET STARTED

Watch Sena test a decision

The demo runs one example scenario and shows how Sena tests a move.

Questions about Sena and LLMs

01

How is Sena different from ChatGPT, Claude, Copilot and Gemini?

Sena is Rwazi's Decision AI with access to real-world data. ChatGPT, Claude, Copilot and Gemini bring LLMs to everyday work, and Sena works on business decisions. Each Sena answer shows a confidence level with its sources.

02

What is better than ChatGPT for business?

Sena suits business decisions that need current market figures and a stated confidence level. ChatGPT suits drafting and analysis.

03

What are the limitations of LLMs?

The LLMs behind ChatGPT, Claude, Copilot and Gemini reason on published text and the data they receive. Their answers can lean toward the user's view when chat is the only evidence. Sena adds market data on request and scores signals the same way each run.

04

Can ChatGPT read Excel files?

ChatGPT opens Excel files for analysis. OpenAI's help center lists .xls, .xlsx and .csv files and PDFs for ChatGPT data analysis. Sena takes Excel, CSV, PDF and slide uploads and joins each one to the user's earlier files.

05

Can ChatGPT analyze data?

ChatGPT analyzes data. OpenAI's help center lists summaries, tables, charts and Python-based calculations for ChatGPT. Sena runs its analysis toward a business decision and shows the confidence level behind the result.

06

Does Sena change its answer under pushback?

Sena keeps its answer under pushback, since math-scored signals carry it. Each answer shows the sources it rests on, so the user can check each one.

07

Where does Sena get market data?

Rwazi's 5M+ consumer network supplies market data on request across 190+ countries. Consumers give that data directly, which makes it zero-party data. Sena counts a capture once it clears multi-level QA. zero-party data

08

Who makes the call, Sena or the team?

A person makes the call. Sena brings the evidence and the likely outcome of a move. The strongest option comes back with the Decisions layer, which is next up.