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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                                                                                                                Hello Zoho Pagesense Team, We hope you're doing well. We’d like to submit a feature request to enhance Zoho Pagesense’s popup editor with Google Fonts support. Current Limitation: Currently, Pagesense offers a limited set of default fonts. Google Fonts
                                                                                                              • Add Popup Rejection Metrics to Reports

                                                                                                                Hello Zoho PageSense Team, We would like to request improved reporting for popup interactions. Current Limitation: PageSense currently provides conversion data, but there is no clear visibility into: Popup rejections Popup closes (✕ button clicks) Dismissals
                                                                                                              • Ability to Reset / Reinitialize Popup Cookies

                                                                                                                Hello Zoho PageSense Team, We would like to request the ability to manually reset popup cookies. Current Limitation: At the moment, it is not possible to initiate a new popup cookie from the our side. Visitors who rejected or closed a popup will not see
                                                                                                              • Control Popup Cookie Expiration Duration

                                                                                                                Hello Zoho PageSense Team, We would like to request an enhancement related to popup cookie management. Current Limitation: Currently, PageSense popup cookies remain active for 365 days, and this duration cannot be modified by us. If a visitor closes or
                                                                                                              • Clone / Export Popup Design Across PageSense Projects

                                                                                                                Hello Zoho PageSense Team, We hope you’re doing well. We would like to request an enhancement that allows popup designs to be reused across different PageSense projects. Problem Statement: Currently, Zoho PageSense allows popups to be duplicated only
                                                                                                              • Are there settings for hyperlinks?

                                                                                                                Clicking a hyperlinked cell in Sheet creates this little pop-up with the actual hyperlink inside. Is it possible to have a 1-click link where if you click the cell it opens the link directly with no pop-up?
                                                                                                              • Automatically include all ticket attachments in the ticket resolution email

                                                                                                                Hello Zoho Community, We are implementing Zoho Desk in a real customer-facing production environment and have run into a limitation that is becoming a blocking requirement for our clients. The problem When a ticket is closed or resolved, Zoho Desk sends
                                                                                                              • Keep Zoho People Feature Requests in the Zoho People Forum

                                                                                                                Hello Zoho People Product Team, Greetings. We would like to submit a feature request regarding the handling of feature requests themselves, specifically for Zoho People. Issue: Feature Requests Being Moved to Zoho One Zoho People feature requests are
                                                                                                              • Can I write a check in Zoho Books with no associated bill?

                                                                                                                This currently does not seem possible, and I have a client that desperately needs this function if I am able to convert them with Quickbooks. Thank you in advance for your reply. 
                                                                                                              • Finding text within a ticket: Expand All or Search this Ticket

                                                                                                                The auto-collapse feature within a ticket is nice for screen scrolling, however it makes it difficult to find text within the ticket if the email is collapsed. In fact you cannot find text if it is collapsed. I would like to propose a feature that allows
                                                                                                              • Books & Desk. Client mapping

                                                                                                                Hi, I’ve been using Zoho Books for several years and am now looking to improve my customer service. I'm experimenting with Zoho Desk and want to sync and map my client data from Zoho Books. However, it seems that mapping requires both contacts to have
                                                                                                              • String handling

                                                                                                                If I cut a currency string from a quote and try and paste it into the Deal "Amount", it will fail unless I manually delete any commas. Dollar signs are no problem, but comma's seem to fail. Please correct this Input Validation error.
                                                                                                              • Allow Stripe Credit Card and Stripe ACH payment methods to be enabled separately on an invoice.

                                                                                                                I need to be able to pick at the invoice level whether Stripe Credit Card and/or Stripe ACH payment methods are available. Currently, I'm not able to select from the two Stripe payment methods individually on an invoice. However, there are some larger
                                                                                                              • SKUs for Invoices, POs, etc.

                                                                                                                It doesn't appear that one can enable SKU display on invoices, POs, etc. This is problematic, and I don't see a good reason why this shouldn't be an option. Some of our vendors and customers use this in their system. Every other identifier code is available
                                                                                                              • Feature Request - Allow Customers To Pick Meeting Duration

                                                                                                                Hi Bookings Team, It would be great if there was an option to allow customers to pick a duration based on a max and minimum amount of time defined by me and in increments defined by me. For example, I have some slots which are available for customers
                                                                                                              • YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.

                                                                                                                YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.
                                                                                                              • Feature Request - A Way To Search Item Groups

                                                                                                                Hi Inventory Team, I can't find any way to filter or search by fields of Item Groups. It would be great to see that functionality added. I have a use case where a single product might come from 5 or more suppliers and each supplier's item is an Item in
                                                                                                              • Feature Reqeust - Include MPN In Selectable FIelds

                                                                                                                I have noticed that the MPN is not available to show in the list view of Items. Please consider adding it as EAN, UPC and ISBN are all available, so it doesn't make much sense to exclude this similar option. Thanks for considering my feedback.
                                                                                                              • Feature Request - Option To Hide Default System Fields on Items

                                                                                                                Hi Zoho Inventory Team, As far as I know it is not possible to hid some of the defult system fields on Items, such as UPC, MPN, EAN, ISBN. A good use case is that in many cases ISBN is not relevant and it would be an improved user experience if we could
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