InvokeURL butchering JSON for OpenAI API calls

InvokeURL butchering JSON for OpenAI API calls

My organization works with mostly educational institutions. We have a custom module called "Schools", which is the user-entered school name they put when using our service (which they enter along with their state and zip code). We want to map this to a list of known schools from a public database that has both a standardized school name, address, phone number, and other data about the school (along with a unique identifier) stored in our org's Zoho Analytics database.

To accomplish this, we are trying to leverage OpenAI's API to find a "best match" of the unique ID. When a school is created in our system, I am getting the "State", "Zip", and entered school name. This runs a query in Zoho Analytics to return batches of 250 schools in that state at a time (to avoid API size problems), and runs this through OpenAI to find which in each batch is the closest match to what was entered, and saves that to a new array. This repeats for all schools in the state, then afterwards runs the set of "winners" through OpenAI one more time to get the best overall winner.

The problem is our API call to OpenAI - it continually returns 

{"error":{"message":"We could not parse the JSON body of your request. (HINT: This likely means you aren't using your HTTP library correctly. The OpenAI API expects a JSON payload, but what was sent was not valid JSON. If you have trouble figuring out how to fix this, please contact us through our help center at help.openai.com.)","type":"invalid_request_error","param":null,"code":null}}

I verified several times that my JSON body is indeed correct. I also have alternated between using "parameters" and "body", and various ways to stringify the payload - none of which have any improvement. Recommendations from ChatGPT believe that regardless of me specifying "content-type: application/json", it is still mangling the payload.

The worst part is - this actually worked just fine until last night (October 17, 2025), sometime around 5pm. I had been running the version of the script below to back-fill our existing school database, which had been calling this API every 45 seconds for a couple days without any errors. OpenAI insists they have not changed anything on their end, and zoho insists the same on theirs. Any help would be appreciated.

string standalone.SetSchoolAddressAPI()
{
PAGE_SIZE = 250;
random = randomNumber(1,50);
school = zoho.crm.searchRecords("Schools","(NCES_School_ID:equals:99)",1,random);
st_school_id = school.get(0).get("id");
info st_school_id;
school = zoho.crm.getRecordById("Schools",st_school_id);
school_name = ifnull(school.get("Name"),"");
acc_id = null;
if(school.containsKey("Account") && school.get("Account") != null && school.get("Account").containsKey("id"))
{
acc_id = school.get("Account").get("id");
}
account = Map();
if(acc_id != null)
{
account = zoho.crm.getRecordById("Accounts",acc_id);
}
account = ifnull(account,Map());
school_zip = ifnull(school.get("Zip"),account.get("Billing_Code"));
school_state = ifnull(school.get("State"),account.get("Billing_State"));
target_name = ifnull(school_name,"");
state_input = ifnull(school_state,"");
zip_input = ifnull(school_zip,"");
/***** --- Enforce state presence & normalize --- *****/
if(state_input == null || state_input == "")
{
update_map = Map();
update_map.put("NCES_School_ID",null);
update_map.put("Country","");
update_map.put("State",school_state);
zoho.crm.updateRecord("Schools",st_school_id,update_map);
return "No state on record; aborting NCES match.";
}
state_input = state_input.trim();
/***** === Zoho Analytics fixed config (unchanged) === *****/
workspace_name = "Zoho CRM Analytics";
view_name = "NCES Schools";
owner_email = "xxx";
ws_enc = zoho.encryption.urlEncode(workspace_name);
view_enc = zoho.encryption.urlEncode(view_name);
endpoint = "https://analyticsapi.zoho.com/api/" + owner_email + "/" + ws_enc + "/" + view_enc;
/***** === Step 1: Count rows by state === *****/
state_esc = state_input.replaceAll("'","''");
count_sql = "select count(*) as total_count from \"" + view_name + "\" where \"State\"='" + state_esc + "'";
count_params = Map();
count_params.put("ZOHO_ACTION","EXPORT");
count_params.put("ZOHO_OUTPUT_FORMAT","JSON");
count_params.put("ZOHO_SQLQUERY",count_sql);
count_params.put("ZOHO_API_VERSION","1.0");
count_resp = invokeurl
[
url :endpoint
type :POST
parameters:count_params
connection:"zoho_analytics_conn"
];
total_count = 0;
// First try KV shape: {"data":[{"total_count":"10398"}]}
if(count_resp != null && count_resp.containsKey("data") && count_resp.get("data") != null && count_resp.get("data").size() > 0)
{
tc_raw = count_resp.get("data").get(0).get("total_count");
if(tc_raw != null)
{
total_count = tc_raw.toLong();
}
}
else
{
// Fallback to rows shape:
// {"response":{"result":{"column_order":["total_count"],"rows":[["10398"]]}}}
if(count_resp != null && count_resp.containsKey("response"))
{
resp_obj = count_resp.get("response");
if(resp_obj != null && resp_obj.containsKey("result"))
{
result_obj = resp_obj.get("result");
if(result_obj != null && result_obj.containsKey("rows"))
{
rows_list = result_obj.get("rows");
if(rows_list != null && rows_list.size() > 0)
{
first_row = rows_list.get(0);
// rows are arrays, so first cell holds the count as string
if(first_row != null && first_row.size() > 0)
{
tc_raw2 = first_row.get(0);
if(tc_raw2 != null)
{
total_count = tc_raw2.toLong();
}
}
}
}
}
}
}
/***** === Step 2: Build list of page indexes (Deluge compliant, no while) === *****/
page_map = list();
num_pages = (total_count / PAGE_SIZE).toLong();
if(total_count % PAGE_SIZE > 0)
{
num_pages = num_pages + 1;
}
// use nested for-each loops over a fixed dummy list to reach num_pages
dummy = list();
for each  d in {"a","b","c","d","e","f","g","h","i","j"}
{
// outer loop (10×)
for each  e in {"1","2","3","4","5","6","7","8","9","10"}
{
// inner loop (10×)
if(page_map.size() < num_pages)
{
page_map.add(page_map.size());
}
}
}
/***** === Step 3: For each page, fetch candidates and pick a batch winner via OpenAI === *****/
batch_winners = list();
for each  p in page_map
{
offset_val = p * PAGE_SIZE;
sql_batch = "select \"State\",\"School Name\",\"NCES School ID\",\"Zip\"" + "from \"" + view_name + "\" where \"State\"='" + state_esc + "' " + "limit " + PAGE_SIZE.toString() + " offset " + offset_val.toString();
params = Map();
params.put("ZOHO_ACTION","EXPORT");
params.put("ZOHO_OUTPUT_FORMAT","JSON");
params.put("ZOHO_API_VERSION","1.0");
params.put("KEY_VALUE_FORMAT","true");
params.put("ZOHO_SQLQUERY",sql_batch);
count_params.put("ZOHO_API_VERSION","1.0");
resp_batch = invokeurl
[
url :endpoint
type :POST
parameters:params
connection:"zoho_analytics_conn"
];
/***** Parse candidates safely no matter the response shape *****/
candidates = list();
if(resp_batch != null)
{
// Case 1: Key-value format (normal Zoho Analytics JSON)
if(resp_batch.containsKey("data") && resp_batch.get("data") != null)
{
candidates = resp_batch.get("data");
}
// Case 2: Nested "response" > "result" > "rows" format
else if(resp_batch.containsKey("response"))
{
resp_obj = resp_batch.get("response");
if(resp_obj != null && resp_obj.containsKey("result"))
{
result_obj = resp_obj.get("result");
if(result_obj != null && result_obj.containsKey("rows"))
{
rows_list = result_obj.get("rows");
// convert matrix rows into list of maps for consistency
for each  row_item in rows_list
{
row_map = Map();
// optional: if you have column_order, map by index
if(result_obj.containsKey("column_order"))
{
cols = result_obj.get("column_order");
idx = 0;
for each  col in cols
{
if(row_item.size() > idx)
{
row_map.put(col,row_item.get(idx));
}
idx = idx + 1;
}
}
candidates.add(row_map);
}
}
}
}
}
if(candidates.isEmpty())
{
info "No candidates found for this page (state=" + state_input + ")";
continue;
}
/***** Build compact OpenAI prompt for this batch *****/
cand_lines = "";
for each  c in candidates
{
id_short = ifnull(c.get("NCES School ID"),"");
name_short = ifnull(c.get("School Name"),"");
if(name_short != null && name_short.length() > 60)
{
name_short = name_short.substring(0,60);
}
zip_short = ifnull(c.get("Zip"),"");
if(zip_short != null && zip_short.length() > 10)
{
zip_short = zip_short.substring(0,10);
}
delimiter = "###";
// define this once before the loop if not already defined
record_sep = " || ";
// separates candidate rows, readable and single-line
cand_lines = cand_lines + id_short + "|" + name_short + "|" + zip_short + record_sep;
}
// === Build simplified OpenAI request (no line breaks) ===
prompt = "TARGET=" + target_name + "|" + zip_input + delimiter + "CANDIDATES=" + cand_lines + delimiter + "Return ONLY JSON {\"nces_school_id\": string|null, \"confidence\": number}";
messages = List();
messages.add({"role":"system","content":"Match the user-entered school to the best NCES candidate using NAME similarity and ZIP proximity. The delimiter is " + delimiter + "."});
messages.add({"role":"user","content":prompt});
req_body = Map();
req_body.put("model","gpt-4o-mini");
req_body.put("temperature",0);
req_body.put("messages",messages);
ai_resp = invokeurl
[
url :"https://api.openai.com/v1/chat/completions"
type :POST
parameters:req_body.toString()
connection:"openai_custom"
];
// ========== Step 4: Inspect result ==========
best_id = "";
best_conf = 0.0;
raw_content = ai_resp.get("choices").get(0).get("message").get("content");
// Remove markdown fences if present
cleaned = raw_content.replaceAll("(?s)```json|```","").trim();
parsed = cleaned.toMap();
school_id = parsed.get("nces_school_id");
confidence = parsed.get("confidence");
for each  c in candidates
{
if(c.get("NCES School ID") == school_id)
{
if(confidence > 0.8)
{
//do not put low-confidence candidates in the winner batch
c.put("confidence",confidence);
batch_winners.add(c);
break;
}
}
}
}
/***** === Step 4: Final round — pick overall best among batch winners === *****/
if(batch_winners.size() == 0)
{
update_map = Map();
update_map.put("NCES_School_ID",null);
update_map.put("Country","");
update_map.put("State",school_state);
zoho.crm.updateRecord("Schools",st_school_id,update_map);
info "No candidates found for state=" + state_input;
}
winner_lines = "";
for each  w in batch_winners
{
id_short = ifnull(w.get("NCES School ID"),"");
name_short = ifnull(w.get("School Name"),"");
if(name_short != null && name_short.length() > 60)
{
name_short = name_short.substring(0,60);
}
zip_short = ifnull(w.get("Zip"),"");
if(zip_short != null && zip_short.length() > 10)
{
zip_short = zip_short.substring(0,10);
}
delimiter = "###";
// define this once before the loop if not already defined
record_sep = " || ";
// separates candidate rows, readable and single-line
winner_lines = winner_lines + id_short + "|" + name_short + "|" + zip_short + record_sep;
}
// === Build simplified OpenAI request (no line breaks) ===
prompt = "TARGET=" + target_name + "|" + zip_input + delimiter + "CANDIDATES=" + winner_lines + delimiter + "Return ONLY JSON {\"nces_school_id\": string|null, \"confidence\": number}";
messages = List();
messages.add({"role":"system","content":"Match the user-entered school to the best NCES candidate using NAME similarity and ZIP proximity. The delimiter is " + delimiter + "."});
messages.add({"role":"user","content":prompt});
req_body = Map();
req_body.put("model","gpt-4o-mini");
req_body.put("temperature",0);
req_body.put("messages",messages);
final_ai = invokeurl
[
url :"https://api.openai.com/v1/chat/completions"
type :POST
parameters:req_body.toString()
connection:"openai_custom"
];
selected_nces = "";
confidence = 0.0;
contentText = final_ai.get("choices").get(0).get("message").get("content");
// Step 2: Sanitize it — remove code block markers and trim spaces/newlines
cleanText = contentText.replaceAll("```json","");
cleanText = cleanText.replaceAll("```","");
cleanText = cleanText.trim();
// Step 3: Parse the cleaned string as JSON
contentJSON = cleanText.toMap();
// Step 4: Extract the NCES/NCAS ID
selected_nces = contentJSON.get("nces_school_id");
/***** === Step 5: Find selected record and update CRM (unchanged) === *****/
/***** === Step 2: Fetch single row by NCES School ID === *****/
row_sql = "select \"NCES School ID\", \"Website\", \"Address\", \"Address 2\", \"City\", \"State\", \"Zip\", \"Phone\", \"Grade Level\" " + "from \"" + view_name + "\" " + "where \"NCES School ID\" = '" + selected_nces + "' " + "limit 1";
row_params = Map();
row_params.put("ZOHO_ACTION","EXPORT");
row_params.put("ZOHO_OUTPUT_FORMAT","JSON");
row_params.put("ZOHO_SQLQUERY",row_sql);
row_params.put("ZOHO_API_VERSION","1.0");
row_resp = invokeurl
[
url :endpoint
type :POST
parameters:row_params
connection:"zoho_analytics_conn"
];
/***** === Step 3: Parse response and assign variables === *****/
nces_id_final = "";
Website_final = "";
Address_final = "";
Address2_final = "";
City_final = "";
State_final = "";
Zip_final = "";
Phone_final = "";
Grade_final = "";
// First check for JSON KV structure
if(row_resp != null && row_resp.containsKey("data") && row_resp.get("data") != null && row_resp.get("data").size() > 0)
{
row_data = row_resp.get("data").get(0);
nces_id_final = selected_nces;
Website_final = ifnull(row_data.get("Website"),"");
Address_final = ifnull(row_data.get("Address"),"");
Address2_final = ifnull(row_data.get("Address 2"),"");
City_final = ifnull(row_data.get("City"),"");
State_final = ifnull(row_data.get("State"),"");
Zip_final = ifnull(row_data.get("Zip"),"");
Phone_final = ifnull(row_data.get("Phone"),"");
Grade_final = ifnull(row_data.get("Grade Level"),"");
}
else
{
// Fallback for "rows" format
if(row_resp != null && row_resp.containsKey("response"))
{
resp_obj = row_resp.get("response");
if(resp_obj != null && resp_obj.containsKey("result"))
{
result_obj = resp_obj.get("result");
if(result_obj != null && result_obj.containsKey("rows"))
{
rows_list = result_obj.get("rows");
if(rows_list != null && rows_list.size() > 0)
{
first_row = rows_list.get(0);
if(first_row != null && first_row.size() >= 9)
{
nces_id_final = ifnull(first_row.get(0),"");
Website_final = ifnull(first_row.get(1),"");
Address_final = ifnull(first_row.get(2),"");
Address2_final = ifnull(first_row.get(3),"");
City_final = ifnull(first_row.get(4),"");
State_final = ifnull(first_row.get(5),"");
Zip_final = ifnull(first_row.get(6),"");
Phone_final = ifnull(first_row.get(7),"");
Grade_final = ifnull(first_row.get(8),"");
}
}
}
}
}
}
country = "USA";
if(isNull(State_final))
{
country = "";
}
update_map = Map();
update_map.put("NCES_School_ID",nces_id_final);
update_map.put("School_Website",Website_final);
update_map.put("Address",Address_final);
update_map.put("Address_2",Address2_final);
update_map.put("City",City_final);
update_map.put("State",State_final);
update_map.put("Zip",Zip_final);
update_map.put("School_Phone",Phone_final);
update_map.put("Grade_Level",Grade_final);
update_map.put("Country",country);
update_rec = zoho.crm.updateRecord("Schools",st_school_id,update_map);
info st_school_id + " Updated";
/***** === Diagnostics === *****/
diag = Map();
diag.put("school_id",st_school_id);
diag.put("selected_nces_school_id",nces_id_final);
diag.put("model_confidence",confidence);
used_fallback = false;
if(selected_nces == "" || selected_nces == null)
{
used_fallback = true;
}
diag.put("used_fallback",used_fallback);
return diag.toString();
}

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                                                                                                                Hi all, I have been duplicating + editing forms for jobs regarding the same department to maintain formatting + styling. The issue I've not run into is because I've duplicated it from an existing form, the URL doesn't seem to want to update with the new
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                                                                                                                How do we have some items that are pickup only? I have several items in my item's list that I do not ship. But they need to be on the website to be sold, and picked up in store. Need to be able to do this as one of these products is a major seller for
                                                                                                              • Using gift vouchers

                                                                                                                We would like to be able to offer a limited number of gift vouchers, of varying values, to our customers, and are looking for the best way to do this. We have looked at Coupons and Gift Certificates, but neither seem to fit the bill perfectly. Coupons:
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                                                                                                                I have a lookup field, which also pulls through the Status field from the linked record. When the lookup is first done, the Status is pulled through - this works perfectly. If that Status is later updated, the lookup field does not update as well. As
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                                                                                                                We are implementing a third-party shipping (MachShip) API integration for our Zoho Commerce store and have made significant progress. However, we need guidance on a specific technical challenge. Current Challenge: We need to get the customer input to
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                                                                                                                How can I add a second “lookup” field in Zoho? I’m trying to create another lookup that pulls from my Contacts, but the option doesn’t appear in the module customization sidebar. In many cases, a single work order involves multiple contacts. Ideally,
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                                                                                                                I see some very old posts asking about importing project records into Zoho Projects. But I can't find anything up to date about the topic. Has this functionality been added? Importing tasks is helpful. But we do have a project where importing projects
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                                                                                                                Is there a way that allocate inventory to a specific sales order? For example, let's say we have 90 items in stock. Customer 1 orders 100 items. This allocates all 90 items to their order, and they have a back order for the remaining 10 items which could
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                                                                                                                Dear Zoho Inventory Community, We’re a small business using Zoho Inventory with a team of sales managers. Unfortunately, some employees occasionally overlook stock levels during order processing, leading to negative inventory issues. Is there a way to
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                                                                                                                This is a monthly series designed to help you get the best out of Desk. We take our cue from what's being discussed or asked about the most in our community. Then we find the right use cases that specifically highlight solutions, ideas and tips on optimizing
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                                                                                                                I wish remote work were permanently mandated so we could join work calls from a movie theatre or even while skydiving! But wait, it's time to wake up! The alarm has snoozed twice, and your team has already logged on for the day. Keeping tabs on attendance
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                                                                                                                Dear Zoho Desk Team, We appreciate the powerful workflow automation capabilities in Zoho Desk, particularly the ability to create and use custom functions within workflows. However, we have encountered a limitation that impacts efficiency and maintainability.
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                                                                                                                Hi Zoho Commerce team, I'm comming accross more and more retail businesses who sell gift cards. As there is currently no way to manage this in Zoho Commerce, it is a blocker to addoption. This is particularly popular in Europe and North America. I recently
                                                                                                              • Don't Allow Customer to Edit Values After Submitting Ticket

                                                                                                                After a customer submits a ticket through the customer portal, they can go into the ticket and see some of the values from the questions they answered in the sidebar. Currently, a customer can edit these values even after they submitted them. This makes no sense. We ask very specific questions that we don't want customers to later change! Please disable the ability for customers to edit the values to their submission questions in the portal. Screenshot attached.
                                                                                                              • Analytics <-> Invoice Connection DELETED by Zoho

                                                                                                                Hi All, I am reaching out today because of a big issue we have at the moment with Zoho Analytics and Zoho Invoice. Our organization relies on Zoho Analytics for most of our reporting (operationnal teams). A few days ago we observed a sync issue with the
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                                                                                                                Is there a way to make the full text of a text field appear in the list report on mobile and tablet? With custom layouts, the text is always truncated after a certain number of characters.
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                                                                                                              • Zoho Community Digest — Enero 2026

                                                                                                                ¡Hola, comunidad! 🌟 Aquí os traemos las novedades más interesantes de Zoho durante este mes de enero, incluyendo actualizaciones de productos, integraciones y un recordatorio sobre los workshops certificados que vuelven a España. 🎓 Eventos y Comunidad
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