diff --git a/Cargo.lock b/Cargo.lock
index d8b0115..98f5756 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -17,6 +17,15 @@ version = "2.0.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627"
 
+[[package]]
+name = "aho-corasick"
+version = "1.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
+dependencies = [
+ "memchr",
+]
+
 [[package]]
 name = "android-tzdata"
 version = "0.1.1"
@@ -616,6 +625,20 @@ dependencies = [
  "hashbrown",
 ]
 
+[[package]]
+name = "ipaddress"
+version = "0.1.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "957bb9f3645d6bb7f36df99d5105b4866aa79749819d7c176a170a27dc477cbf"
+dependencies = [
+ "lazy_static",
+ "libc",
+ "num",
+ "num-integer",
+ "num-traits",
+ "regex",
+]
+
 [[package]]
 name = "ipnet"
 version = "2.11.0"
@@ -648,6 +671,12 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "lazy_static"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
+
 [[package]]
 name = "libc"
 version = "0.2.172"
@@ -727,12 +756,76 @@ dependencies = [
  "tempfile",
 ]
 
+[[package]]
+name = "num"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
+dependencies = [
+ "num-bigint",
+ "num-complex",
+ "num-integer",
+ "num-iter",
+ "num-rational",
+ "num-traits",
+]
+
+[[package]]
+name = "num-bigint"
+version = "0.4.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a5e44f723f1133c9deac646763579fdb3ac745e418f2a7af9cd0c431da1f20b9"
+dependencies = [
+ "num-integer",
+ "num-traits",
+]
+
+[[package]]
+name = "num-complex"
+version = "0.4.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
+dependencies = [
+ "num-traits",
+]
+
 [[package]]
 name = "num-conv"
 version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "51d515d32fb182ee37cda2ccdcb92950d6a3c2893aa280e540671c2cd0f3b1d9"
 
+[[package]]
+name = "num-integer"
+version = "0.1.46"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7969661fd2958a5cb096e56c8e1ad0444ac2bbcd0061bd28660485a44879858f"
+dependencies = [
+ "num-traits",
+]
+
+[[package]]
+name = "num-iter"
+version = "0.1.45"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
+dependencies = [
+ "autocfg",
+ "num-integer",
+ "num-traits",
+]
+
+[[package]]
+name = "num-rational"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
+dependencies = [
+ "num-bigint",
+ "num-integer",
+ "num-traits",
+]
+
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -826,6 +919,7 @@ dependencies = [
  "chrono",
  "dotenv",
  "http",
+ "ipaddress",
  "reqwest",
  "serde_json",
 ]
@@ -892,10 +986,39 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "74765f6d916ee2faa39bc8e68e4f3ed8949b48cccdac59983d287a7cb71ce9c5"
 
 [[package]]
-name = "reqwest"
-version = "0.12.19"
+name = "regex"
+version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2f8e5513d63f2e5b386eb5106dc67eaf3f84e95258e210489136b8b92ad6119"
+checksum = "b544ef1b4eac5dc2db33ea63606ae9ffcfac26c1416a2806ae0bf5f56b201191"
+dependencies = [
+ "aho-corasick",
+ "memchr",
+ "regex-automata",
+ "regex-syntax",
+]
+
+[[package]]
+name = "regex-automata"
+version = "0.4.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "809e8dc61f6de73b46c85f4c96486310fe304c434cfa43669d7b40f711150908"
+dependencies = [
+ "aho-corasick",
+ "memchr",
+ "regex-syntax",
+]
+
+[[package]]
+name = "regex-syntax"
+version = "0.8.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2b15c43186be67a4fd63bee50d0303afffcef381492ebe2c5d87f324e1b8815c"
+
+[[package]]
+name = "reqwest"
+version = "0.12.20"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eabf4c97d9130e2bf606614eb937e86edac8292eaa6f422f995d7e8de1eb1813"
 dependencies = [
  "base64",
  "bytes",
@@ -913,12 +1036,10 @@ dependencies = [
  "hyper-rustls",
  "hyper-tls",
  "hyper-util",
- "ipnet",
  "js-sys",
  "log",
  "mime",
  "native-tls",
- "once_cell",
  "percent-encoding",
  "pin-project-lite",
  "rustls-pki-types",
diff --git a/Cargo.toml b/Cargo.toml
index 952f36b..59c7091 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -7,5 +7,6 @@ edition = "2024"
 http = {version = "1.3.1"}
 dotenv = {version = "0.15.0"}
 serde_json = "1.0.140"
-reqwest = { version = "0.12.19", features = ["json", "cookies", "blocking"] }
-chrono = { version = "0.4.41" }
\ No newline at end of file
+reqwest = { version = "0.12.20", features = ["json", "cookies", "blocking"] }
+chrono = { version = "0.4.41" }
+ipaddress = {version = "0.1.3"}
\ No newline at end of file
diff --git a/src/main.rs b/src/main.rs
index 9aa9db1..0f5992e 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,11 +1,12 @@
-use std::{any::Any, env, iter};
+use std::{any::Any, env, fmt::format, iter, time::Duration};
 
 // use http::{self, response};
 
 use chrono::{self, Timelike};
 use dotenv;
 use reqwest;
-use serde_json;
+use serde_json::{self, json};
+use ipaddress;
 
 fn main() {
     match dotenv::dotenv().ok() {
@@ -30,17 +31,31 @@ fn main() {
         env::var("PIPERUN_BOT_USERNAME").expect("PIPERUN_BOT_USERNAME has not been set!");
     let PIPERUN_BOT_PASSWORD =
         env::var("PIPERUN_BOT_PASSWORD").expect("PIPERUN_BOT_PASSWORD has not been set!");
+    let OLLAMA_AI_MODEL = 
+        env::var("OLLAMA_AI_MODEL").expect("OLLAMA_AI_MODEL has not been set!");
+
 
     // Print the configuration
     println!("OLLAMA_URL: {}", OLLAMA_URL);
     println!("OLLAMA_PORT: {}", OLLAMA_PORT);
+    println!("OLLAMA_AI_MODEL: {}", OLLAMA_AI_MODEL);
     println!("PIPERUN_API_URL: {}", PIPERUN_API_URL);
     println!("PIPERUN_CLIENT_ID: {}", PIPERUN_CLIENT_ID);
     println!("PIPERUN_CLIENT_SECRET: {}", PIPERUN_CLIENT_SECRET);
     println!("PIPERUN_BOT_USERNAME: {}", PIPERUN_BOT_USERNAME);
     println!("PIPERUN_BOT_PASSWORD: {}", PIPERUN_BOT_PASSWORD);
 
-    // Authenticate with Piperun API
+    let ip_address = ipaddress::IPAddress::parse(OLLAMA_URL.to_string());
+    let OLLAMA_SANITIZED_IP = match ip_address {
+        Ok(ip) => {
+            if ip.is_ipv4() {
+                OLLAMA_URL.clone()
+            } else {
+                format!("[{}]", OLLAMA_URL.clone())
+            }
+        },
+        Err(e) => OLLAMA_URL.clone(),
+    };
 
     // Send the authentication request
     let client = reqwest::blocking::Client::new();
@@ -215,17 +230,122 @@ fn main() {
 
             return talk_id_get_result;
         })
-        .take(1)
+        .skip(9)
+        .take(4)
         .for_each(|result| {
             let json = result.unwrap().json::<serde_json::Value>().expect("Failed to deserialize response to JSON");
             let talk_histories = &json["talk_histories"];
             let data = &talk_histories["data"];
 
-            talk_histories.as_array().expect("Wrong message type received from talk histories").iter().rev().for_each(|message_object|
+            let talk = talk_histories.as_array().expect("Wrong message type received from talk histories").iter().rev().map(|message_object|
                 {
-                    println!("Message obj: {:?}", message_object)
+                    // println!("Message obj: {:?}", message_object)
+                    let new_json_filtered = format!(
+"{{
+                    message: {},
+                    sent_at: {},
+                    type: {}
+}}",
+                    message_object["message"],
+                    message_object["sent_at"],
+                    message_object["type"]
+                );
+                // println!("{}", new_json_filtered);
+                new_json_filtered
+                }).reduce(|acc, e| {format!("{acc}\n{e}")}).expect("Error extracting talk");
+
+    let system = "
+Por favor haja como se você fosse o **supervisor de atendimentos via chat** e deve avaliar o desempenho de cada agente segundo os critérios. 
+
+### Critérios de Avaliação
+1. **Apresentação inicial**  
+   - Se o agente se apresentar no início, ganha 1 ponto.
+
+2. **Entendimento da necessidade**  
+   - Se o cliente informar ‘estou sem conexão’ ou ‘conexão está lenta’ e o agente não perguntar “Como posso te ajudar?”, ganha 1 ponto.
+
+3. **Coleta de e-mail**  
+   - Se o agente solicitar ou confirmar o e-mail do cliente, ganha 1 ponto.
+
+4. **Protocolo de atendimento**  
+   - Se o agente informar o protocolo, ganha 1 ponto.
+
+5. **Uso correto do português**  
+   - Se o agente usar corretamente o português (inclusive “tu”, “teu”, “tua”), ganha 1 ponto.
+
+6. **Tempo de resposta**  
+   - Se o agente não deixar o cliente sem retorno por mais de 5 minutos, ganha 1 ponto.
+
+7. **Paciência**  
+   - Se o agente for paciente, mesmo com clientes impacientes, ganha 1 ponto.
+
+8. **Educação e cordialidade**  
+   - Se o agente usar agradecimentos, saudações e linguagem respeitosa, ganha 1 ponto.
+
+9. **Cobertura de todas as dúvidas**  
+   - Se o agente não ignorar nenhuma pergunta (direta ou indireta), ganha 1 ponto.
+
+10. **Disponibilidade**  
+    - Se o agente demonstrar que a empresa está sempre disponível para ajudar, ganha 1 ponto.
+
+11. **Conhecimento técnico**  
+    - Se o agente demonstrar embasamento técnico, ganha 1 ponto.  
+    - **Desconsidere**: respostas vagamente técnicas ou suposições sem explicação (ex.: “aconteceu do nada”, alterações em Wi-Fi quando o cliente reporta dispositivo cabeado etc.).
+
+12. **Didática**  
+    - Se o agente explicar claramente o que fez, por que fez e indicar exatamente quais cabos ou procedimentos, ganha 1 ponto.  
+    - **Desconsidere**: instruções vagas (“recoloque os cabos”, “poderia mexer nos cabos?”) ou sem justificativa.
+
+---
+
+As mensagens do chat estão estruturadas em JSON com os campos:  
+- **message**: conteúdo da mensagem  
+- **sent_at**: horário de envio  
+- **type**: tipo da mensagem (`IN`, `OUT` ou `SYSTEM`). As mensagens do agente são sempre do tipo `OUT`.
+
+Caso não seja identificado um critério, atribua 0 pontos, quando identificado atribua 1 ponto.
+
+A sua resposta deve ser uma apenas uma **tabela CSV** com as colunas: CATEGORIA,PONTOS,MOTIVO
+onde cada linha contém a avaliação de um dos critérios acima
+
+**A seguir estão as mensagens do atendimento**, em JSON, avalie e retorne um CSV. 
+
+";
+
+                // println!("{system}");
+
+                let ollama_api_request = client.post(format!("http://{OLLAMA_SANITIZED_IP}:{OLLAMA_PORT}/api/generate"))
+                    .body(
+                        serde_json::json!({
+                            "model": OLLAMA_AI_MODEL,
+                            "prompt": format!("{system} \n{talk}"),
+                            "stream": false,
+                        }).to_string()
+                    );
+                
+                let result = ollama_api_request.timeout(Duration::from_secs(3600)).send();
+
+                match result {
+                    Ok(response) => {println!("Response: {:?}", response); 
+                    let response_json = response.json::<serde_json::Value>().expect("Failed to deserialize response to JSON");
+                    println!("{}", response_json);
+                    let ai_response = response_json["response"]
+                        .as_str()
+                        .expect("Failed to get AI response as string");
+                    println!("AI Response: {}", ai_response);
+
+                    let csv_response = ai_response.replace("```csv\n", "").replace("```", "");
+
+                    // Save the CSV response to a file
                     
-                });
+                    let user_name = &json["agent"]["user"]["name"].as_str().unwrap_or("unknown_user");
+                    let talk_id = &json["id"].as_u64().unwrap_or(0);
+                    std::fs::write(format!("{} - {}.csv", user_name, talk_id), csv_response).expect("Unable to write file");
+                    std::fs::write(format!("{} - {} - prompt.txt", user_name, talk_id), format!("{system} \n{talk}")).expect("Unable to write file");
+                    
+                },
+                    Err(error) => {println!("Error {error}");}
+                };
             // println!("Whole talk Histories \n\n{:?}", talk_histories);
             // println!("\n\nData Only\n\n{:?}", data);
             // println!(