Submit feedback
curl --request POST \
--url https://api.jeantechnologies.com/v1/feedback \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: application/json' \
--data '
{
"domain": "dating",
"items": [
{
"seeker_id": "u_alice",
"candidate_id": "u_bob",
"outcome": "accepted",
"weight": 1
}
]
}
'import requests
url = "https://api.jeantechnologies.com/v1/feedback"
payload = {
"domain": "dating",
"items": [
{
"seeker_id": "u_alice",
"candidate_id": "u_bob",
"outcome": "accepted",
"weight": 1
}
]
}
headers = {
"Authorization": "Bearer <token>",
"Content-Type": "application/json"
}
response = requests.post(url, json=payload, headers=headers)
print(response.text)const options = {
method: 'POST',
headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
body: JSON.stringify({
domain: 'dating',
items: [{seeker_id: 'u_alice', candidate_id: 'u_bob', outcome: 'accepted', weight: 1}]
})
};
fetch('https://api.jeantechnologies.com/v1/feedback', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://api.jeantechnologies.com/v1/feedback",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => json_encode([
'domain' => 'dating',
'items' => [
[
'seeker_id' => 'u_alice',
'candidate_id' => 'u_bob',
'outcome' => 'accepted',
'weight' => 1
]
]
]),
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: application/json"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://api.jeantechnologies.com/v1/feedback"
payload := strings.NewReader("{\n \"domain\": \"dating\",\n \"items\": [\n {\n \"seeker_id\": \"u_alice\",\n \"candidate_id\": \"u_bob\",\n \"outcome\": \"accepted\",\n \"weight\": 1\n }\n ]\n}")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
req.Header.Add("Content-Type", "application/json")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://api.jeantechnologies.com/v1/feedback")
.header("Authorization", "Bearer <token>")
.header("Content-Type", "application/json")
.body("{\n \"domain\": \"dating\",\n \"items\": [\n {\n \"seeker_id\": \"u_alice\",\n \"candidate_id\": \"u_bob\",\n \"outcome\": \"accepted\",\n \"weight\": 1\n }\n ]\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.jeantechnologies.com/v1/feedback")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n \"domain\": \"dating\",\n \"items\": [\n {\n \"seeker_id\": \"u_alice\",\n \"candidate_id\": \"u_bob\",\n \"outcome\": \"accepted\",\n \"weight\": 1\n }\n ]\n}"
response = http.request(request)
puts response.read_body{
"accepted": 2,
"triplets_generated": 4,
"triplets_pending_train": 318
}Feedback & Training
Submit feedback
Report match outcomes. Feeds the training loop for your domain ranker.
POST
/
feedback
Submit feedback
curl --request POST \
--url https://api.jeantechnologies.com/v1/feedback \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: application/json' \
--data '
{
"domain": "dating",
"items": [
{
"seeker_id": "u_alice",
"candidate_id": "u_bob",
"outcome": "accepted",
"weight": 1
}
]
}
'import requests
url = "https://api.jeantechnologies.com/v1/feedback"
payload = {
"domain": "dating",
"items": [
{
"seeker_id": "u_alice",
"candidate_id": "u_bob",
"outcome": "accepted",
"weight": 1
}
]
}
headers = {
"Authorization": "Bearer <token>",
"Content-Type": "application/json"
}
response = requests.post(url, json=payload, headers=headers)
print(response.text)const options = {
method: 'POST',
headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
body: JSON.stringify({
domain: 'dating',
items: [{seeker_id: 'u_alice', candidate_id: 'u_bob', outcome: 'accepted', weight: 1}]
})
};
fetch('https://api.jeantechnologies.com/v1/feedback', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://api.jeantechnologies.com/v1/feedback",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => json_encode([
'domain' => 'dating',
'items' => [
[
'seeker_id' => 'u_alice',
'candidate_id' => 'u_bob',
'outcome' => 'accepted',
'weight' => 1
]
]
]),
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: application/json"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://api.jeantechnologies.com/v1/feedback"
payload := strings.NewReader("{\n \"domain\": \"dating\",\n \"items\": [\n {\n \"seeker_id\": \"u_alice\",\n \"candidate_id\": \"u_bob\",\n \"outcome\": \"accepted\",\n \"weight\": 1\n }\n ]\n}")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
req.Header.Add("Content-Type", "application/json")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://api.jeantechnologies.com/v1/feedback")
.header("Authorization", "Bearer <token>")
.header("Content-Type", "application/json")
.body("{\n \"domain\": \"dating\",\n \"items\": [\n {\n \"seeker_id\": \"u_alice\",\n \"candidate_id\": \"u_bob\",\n \"outcome\": \"accepted\",\n \"weight\": 1\n }\n ]\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.jeantechnologies.com/v1/feedback")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n \"domain\": \"dating\",\n \"items\": [\n {\n \"seeker_id\": \"u_alice\",\n \"candidate_id\": \"u_bob\",\n \"outcome\": \"accepted\",\n \"weight\": 1\n }\n ]\n}"
response = http.request(request)
puts response.read_body{
"accepted": 2,
"triplets_generated": 4,
"triplets_pending_train": 318
}The moat. Every outcome you submit accumulates into training triplets used to fine-tune your domain’s ranker. Past a threshold, fine-tunes run automatically.
Send outcomes as soon as you have them. Noisy is fine; the loss function is tolerant. You can also batch.
Higher-weighted triplets pull harder on the gradient.
When
curl https://api.jeantechnologies.com/v1/feedback \
-H "Authorization: Bearer $JEAN_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"domain": "dating",
"items": [
{ "seeker_id": "u_alice", "candidate_id": "u_bob", "outcome": "accepted" },
{ "seeker_id": "u_alice", "candidate_id": "u_carl", "outcome": "rejected" },
{ "seeker_id": "u_alice", "candidate_id": "u_dan", "outcome": "converted", "weight": 2.0 }
]
}'
requests.post(
"https://api.jeantechnologies.com/v1/feedback",
headers={"Authorization": f"Bearer {os.environ['JEAN_API_KEY']}"},
json={
"domain": "dating",
"items": [
{"seeker_id": "u_alice", "candidate_id": "u_bob", "outcome": "accepted"},
{"seeker_id": "u_alice", "candidate_id": "u_carl", "outcome": "rejected"},
{"seeker_id": "u_alice", "candidate_id": "u_dan", "outcome": "converted", "weight": 2.0},
],
},
)
await fetch("https://api.jeantechnologies.com/v1/feedback", {
method: "POST",
headers: {
Authorization: `Bearer ${process.env.JEAN_API_KEY}`,
"Content-Type": "application/json",
},
body: JSON.stringify({
domain: "dating",
items: [
{ seeker_id: "u_alice", candidate_id: "u_bob", outcome: "accepted" },
{ seeker_id: "u_alice", candidate_id: "u_carl", outcome: "rejected" },
{ seeker_id: "u_alice", candidate_id: "u_dan", outcome: "converted", weight: 2.0 },
],
}),
});
Outcome labels
Built-in labels work everywhere:accepted: user signaled positive intent (like, swipe right, save).rejected: user signaled negative intent (skip, dismiss).converted: strongest positive (matched, hired, deal closed, second date).expired: no decision before timeout.
super_like, interview_passed, paid_subscription, etc.) and use them here directly.
Weights
weight defaults to 1.0. Use it to express how strong an outcome is:
| Signal | Suggested weight |
|---|---|
| Casual click / open | 0.25 |
| Like / swipe | 1.0 |
| Conversion | 2.0+ |
| Long-term retention | 5.0+ |
Example response
{
"accepted": 3,
"triplets_generated": 6,
"triplets_pending_train": 4218
}
triplets_pending_train crosses your domain’s threshold (negotiated at onboarding, typically 1K-10K), a fine-tune kicks off automatically. Force one manually with POST /train.Authorizations
API key issued by Jean Technologies. Contact the team for access.
Body
application/json
⌘I

